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@article{DBLP:journals/corr/abs-2401-11370,
  author       = {Christian Cabrera and
                  Andrei Paleyes and
                  Neil D. Lawrence},
  title        = {Self-sustaining Software Systems {(S4):} Towards Improved Interpretability
                  and Adaptation},
  journal      = {CoRR},
  volume       = {abs/2401.11370},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.11370},
  doi          = {10.48550/ARXIV.2401.11370},
  eprinttype    = {arXiv},
  eprint       = {2401.11370},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-11370.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csur/PaleyesUL23,
  author       = {Andrei Paleyes and
                  Raoul{-}Gabriel Urma and
                  Neil D. Lawrence},
  title        = {Challenges in Deploying Machine Learning: {A} Survey of Case Studies},
  journal      = {{ACM} Comput. Surv.},
  volume       = {55},
  number       = {6},
  pages        = {114:1--114:29},
  year         = {2023},
  url          = {https://doi.org/10.1145/3533378},
  doi          = {10.1145/3533378},
  timestamp    = {Tue, 31 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/csur/PaleyesUL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/VargasTLL23,
  author       = {Francisco Vargas and
                  Pierre Thodoroff and
                  Austen Lamacraft and
                  Neil D. Lawrence},
  title        = {Correction: Vargas et al. Solving Schr{\"{o}}dinger Bridges via
                  Maximum Likelihood. Entropy 2021, 23, 1134},
  journal      = {Entropy},
  volume       = {25},
  number       = {2},
  pages        = {289},
  year         = {2023},
  url          = {https://doi.org/10.3390/e25020289},
  doi          = {10.3390/E25020289},
  timestamp    = {Tue, 28 Mar 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/entropy/VargasTLL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/VargasOFGLN23,
  author       = {Francisco Vargas and
                  Andrius Ovsianas and
                  David Fernandes and
                  Mark Girolami and
                  Neil D. Lawrence and
                  Nikolas N{\"{u}}sken},
  title        = {Bayesian learning via neural Schr{\"{o}}dinger-F{\"{o}}llmer
                  flows},
  journal      = {Stat. Comput.},
  volume       = {33},
  number       = {1},
  pages        = {3},
  year         = {2023},
  url          = {https://doi.org/10.1007/s11222-022-10172-5},
  doi          = {10.1007/S11222-022-10172-5},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sac/VargasOFGLN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cain/PaleyesGSL23,
  author       = {Andrei Paleyes and
                  Siyuan Guo and
                  Bernhard Sch{\"{o}}lkopf and
                  Neil D. Lawrence},
  title        = {Dataflow graphs as complete causal graphs},
  booktitle    = {2nd {IEEE/ACM} International Conference on {AI} Engineering - Software
                  Engineering for AI, {CAIN} 2023, Melbourne, Australia, May 15-16,
                  2023},
  pages        = {7--12},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/CAIN58948.2023.00010},
  doi          = {10.1109/CAIN58948.2023.00010},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cain/PaleyesGSL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/PaleyesL23,
  author       = {Andrei Paleyes and
                  Neil David Lawrence},
  editor       = {Eiko Yoneki and
                  Luigi Nardi},
  title        = {Causal fault localisation in dataflow systems},
  booktitle    = {Proceedings of the 3rd Workshop on Machine Learning and Systems, EuroMLSys
                  2023, Rome, Italy, 8 May 2023},
  pages        = {140--147},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3578356.3592593},
  doi          = {10.1145/3578356.3592593},
  timestamp    = {Wed, 17 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eurosys/PaleyesL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-04810,
  author       = {Christian Cabrera and
                  Andrei Paleyes and
                  Pierre Thodoroff and
                  Neil D. Lawrence},
  title        = {Real-world Machine Learning Systems: {A} survey from a Data-Oriented
                  Architecture Perspective},
  journal      = {CoRR},
  volume       = {abs/2302.04810},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.04810},
  doi          = {10.48550/ARXIV.2302.04810},
  eprinttype    = {arXiv},
  eprint       = {2302.04810},
  timestamp    = {Mon, 13 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-04810.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-04217,
  author       = {Philipp Berens and
                  Kyle Cranmer and
                  Neil D. Lawrence and
                  Ulrike von Luxburg and
                  Jessica Montgomery},
  title        = {{AI} for Science: An Emerging Agenda},
  journal      = {CoRR},
  volume       = {abs/2303.04217},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.04217},
  doi          = {10.48550/ARXIV.2303.04217},
  eprinttype    = {arXiv},
  eprint       = {2303.04217},
  timestamp    = {Wed, 15 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-04217.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-09552,
  author       = {Andrei Paleyes and
                  Siyuan Guo and
                  Bernhard Sch{\"{o}}lkopf and
                  Neil D. Lawrence},
  title        = {Dataflow graphs as complete causal graphs},
  journal      = {CoRR},
  volume       = {abs/2303.09552},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.09552},
  doi          = {10.48550/ARXIV.2303.09552},
  eprinttype    = {arXiv},
  eprint       = {2303.09552},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-09552.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-07658,
  author       = {Aditya Ravuri and
                  Francisco Vargas and
                  Vidhi Lalchand and
                  Neil D. Lawrence},
  title        = {Dimensionality Reduction as Probabilistic Inference},
  journal      = {CoRR},
  volume       = {abs/2304.07658},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.07658},
  doi          = {10.48550/ARXIV.2304.07658},
  eprinttype    = {arXiv},
  eprint       = {2304.07658},
  timestamp    = {Wed, 26 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-07658.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-11987,
  author       = {Andrei Paleyes and
                  Neil D. Lawrence},
  title        = {Causal fault localisation in dataflow systems},
  journal      = {CoRR},
  volume       = {abs/2304.11987},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.11987},
  doi          = {10.48550/ARXIV.2304.11987},
  eprinttype    = {arXiv},
  eprint       = {2304.11987},
  timestamp    = {Wed, 03 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-11987.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-15691,
  author       = {Bogdan Ficiu and
                  Neil D. Lawrence and
                  Andrei Paleyes},
  title        = {Automated discovery of trade-off between utility, privacy and fairness
                  in machine learning models},
  journal      = {CoRR},
  volume       = {abs/2311.15691},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.15691},
  doi          = {10.48550/ARXIV.2311.15691},
  eprinttype    = {arXiv},
  eprint       = {2311.15691},
  timestamp    = {Fri, 01 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-15691.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LalchandRL22,
  author       = {Vidhi Lalchand and
                  Aditya Ravuri and
                  Neil D. Lawrence},
  editor       = {Gustau Camps{-}Valls and
                  Francisco J. R. Ruiz and
                  Isabel Valera},
  title        = {Generalised {GPLVM} with Stochastic Variational Inference},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2022, 28-30 March 2022, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {151},
  pages        = {7841--7864},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v151/lalchand22a.html},
  timestamp    = {Sat, 30 Sep 2023 09:34:08 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/LalchandRL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LiLLC22,
  author       = {Sijia Li and
                  Mart{\'{\i}}n L{\'{o}}pez{-}Garc{\'{\i}}a and
                  Neil D. Lawrence and
                  Luisa Cutillo},
  editor       = {Gustau Camps{-}Valls and
                  Francisco J. R. Ruiz and
                  Isabel Valera},
  title        = {Two-way Sparse Network Inference for Count Data},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2022, 28-30 March 2022, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {151},
  pages        = {10924--10938},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v151/li22g.html},
  timestamp    = {Fri, 20 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/LiLLC22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cain/Paleyes0L22,
  author       = {Andrei Paleyes and
                  Christian Cabrera and
                  Neil D. Lawrence},
  editor       = {Ivica Crnkovic},
  title        = {An empirical evaluation of flow based programming in the machine learning
                  deployment context},
  booktitle    = {Proceedings of the 1st International Conference on {AI} Engineering:
                  Software Engineering for AI, {CAIN} 2022, Pittsburgh, Pennsylvania,
                  May 16-17, 2022},
  pages        = {54--64},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3522664.3528601},
  doi          = {10.1145/3522664.3528601},
  timestamp    = {Mon, 24 Jul 2023 10:48:10 +0200},
  biburl       = {https://dblp.org/rec/conf/cain/Paleyes0L22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlcb/LalchandRDKSLMT22,
  author       = {Vidhi Lalchand and
                  Aditya Ravuri and
                  Emma Dann and
                  Natsuhiko Kumasaka and
                  Dinithi Sumanaweera and
                  Rik G. H. Lindeboom and
                  Shaista Madad and
                  Sarah A. Teichmann and
                  Neil D. Lawrence},
  editor       = {David A. Knowles and
                  Sara Mostafavi and
                  Su{-}In Lee},
  title        = {Modelling Technical and Biological Effects in scRNA-seq data with
                  Scalable GPLVMs},
  booktitle    = {Machine Learning in Computational Biology, 21-22 November 2022, Online},
  series       = {Proceedings of Machine Learning Research},
  volume       = {200},
  pages        = {46--60},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v200/lalchand22a.html},
  timestamp    = {Tue, 05 Sep 2023 17:08:45 +0200},
  biburl       = {https://dblp.org/rec/conf/mlcb/LalchandRDKSLMT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BellKDL22,
  author       = {Samuel J. Bell and
                  Onno Kampman and
                  Jesse Dodge and
                  Neil D. Lawrence},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Modeling the Machine Learning Multiverse},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/750337e1301941f81ae31a90e0a1c181-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BellKDL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-12979,
  author       = {Vidhi Lalchand and
                  Aditya Ravuri and
                  Neil D. Lawrence},
  title        = {Generalised Gaussian Process Latent Variable Models {(GPLVM)} with
                  Stochastic Variational Inference},
  journal      = {CoRR},
  volume       = {abs/2202.12979},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.12979},
  eprinttype    = {arXiv},
  eprint       = {2202.12979},
  timestamp    = {Wed, 02 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-12979.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-07912,
  author       = {Sijia Li and
                  Mart{\'{\i}}n L{\'{o}}pez{-}Garc{\'{\i}}a and
                  Neil D. Lawrence and
                  Luisa Cutillo},
  title        = {Scalable Bigraphical Lasso: Two-way Sparse Network Inference for Count
                  Data},
  journal      = {CoRR},
  volume       = {abs/2203.07912},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.07912},
  doi          = {10.48550/ARXIV.2203.07912},
  eprinttype    = {arXiv},
  eprint       = {2203.07912},
  timestamp    = {Wed, 30 Mar 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-07912.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-12781,
  author       = {Andrei Paleyes and
                  Christian Cabrera and
                  Neil D. Lawrence},
  title        = {An Empirical Evaluation of Flow Based Programming in the Machine Learning
                  Deployment Context},
  journal      = {CoRR},
  volume       = {abs/2204.12781},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.12781},
  doi          = {10.48550/ARXIV.2204.12781},
  eprinttype    = {arXiv},
  eprint       = {2204.12781},
  timestamp    = {Fri, 29 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-12781.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-13323,
  author       = {Samuel J. Bell and
                  Neil D. Lawrence},
  title        = {The Effect of Task Ordering in Continual Learning},
  journal      = {CoRR},
  volume       = {abs/2205.13323},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.13323},
  doi          = {10.48550/ARXIV.2205.13323},
  eprinttype    = {arXiv},
  eprint       = {2205.13323},
  timestamp    = {Tue, 31 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-13323.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-05985,
  author       = {Samuel J. Bell and
                  Onno Pepijn Kampman and
                  Jesse Dodge and
                  Neil D. Lawrence},
  title        = {Modeling the Machine Learning Multiverse},
  journal      = {CoRR},
  volume       = {abs/2206.05985},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.05985},
  doi          = {10.48550/ARXIV.2206.05985},
  eprinttype    = {arXiv},
  eprint       = {2206.05985},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-05985.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-06716,
  author       = {Vidhi Lalchand and
                  Aditya Ravuri and
                  Emma Dann and
                  Natsuhiko Kumasaka and
                  Dinithi Sumanaweera and
                  Rik G. H. Lindeboom and
                  Shaista Madad and
                  Sarah A. Teichmann and
                  Neil D. Lawrence},
  title        = {Modelling Technical and Biological Effects in scRNA-seq data with
                  Scalable GPLVMs},
  journal      = {CoRR},
  volume       = {abs/2209.06716},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.06716},
  doi          = {10.48550/ARXIV.2209.06716},
  eprinttype    = {arXiv},
  eprint       = {2209.06716},
  timestamp    = {Tue, 27 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-06716.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-16568,
  author       = {Aditya Ravuri and
                  Tom R. Andersson and
                  Ieva Kazlauskaite and
                  Will Tebbutt and
                  Richard E. Turner and
                  J. Scott Hosking and
                  Neil D. Lawrence and
                  Markus Kaiser},
  title        = {Ice Core Dating using Probabilistic Programming},
  journal      = {CoRR},
  volume       = {abs/2210.16568},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.16568},
  doi          = {10.48550/ARXIV.2210.16568},
  eprinttype    = {arXiv},
  eprint       = {2210.16568},
  timestamp    = {Thu, 03 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-16568.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/BerensCLLM22,
  author       = {Philipp Berens and
                  Kyle Cranmer and
                  Neil D. Lawrence and
                  Ulrike von Luxburg and
                  Jessica Montgomery},
  title        = {Machine Learning for Science: Bridging Data-Driven and Mechanistic
                  Modelling (Dagstuhl Seminar 22382)},
  journal      = {Dagstuhl Reports},
  volume       = {12},
  number       = {9},
  pages        = {150--199},
  year         = {2022},
  url          = {https://doi.org/10.4230/DagRep.12.9.150},
  doi          = {10.4230/DAGREP.12.9.150},
  timestamp    = {Mon, 17 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/dagstuhl-reports/BerensCLLM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/VargasTLL21,
  author       = {Francisco Vargas and
                  Pierre Thodoroff and
                  Austen Lamacraft and
                  Neil D. Lawrence},
  title        = {Solving Schr{\"{o}}dinger Bridges via Maximum Likelihood},
  journal      = {Entropy},
  volume       = {23},
  number       = {9},
  pages        = {1134},
  year         = {2021},
  url          = {https://doi.org/10.3390/e23091134},
  doi          = {10.3390/E23091134},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/entropy/VargasTLL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DamianouLE21,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence and
                  Carl Henrik Ek},
  title        = {Multi-view Learning as a Nonparametric Nonlinear Inter-Battery Factor
                  Analysis},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {86:1--86:51},
  year         = {2021},
  url          = {http://jmlr.org/papers/v22/16-179.html},
  timestamp    = {Mon, 31 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/DamianouLE21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SmithAL21,
  author       = {Michael Thomas Smith and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Differentially Private Regression and Classification with Sparse Gaussian
                  Processes},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {188:1--188:41},
  year         = {2021},
  url          = {http://jmlr.org/papers/v22/19-017.html},
  timestamp    = {Mon, 31 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/SmithAL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/preregister/ThodoroffLL21,
  author       = {Pierre Thodoroff and
                  Wenyu Li and
                  Neil D. Lawrence},
  editor       = {Samuel Albanie and
                  Jo{\~{a}}o F. Henriques and
                  Luca Bertinetto and
                  Alex Hern{\'{a}}ndez{-}Garc{\'{\i}}a and
                  Hazel Doughty and
                  G{\"{u}}l Varol},
  title        = {Benchmarking Real-Time Reinforcement Learning},
  booktitle    = {NeurIPS 2021 Workshop on Pre-Registration in Machine Learning, 13
                  December 2021, Virtual},
  series       = {Proceedings of Machine Learning Research},
  volume       = {181},
  pages        = {26--41},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {https://proceedings.mlr.press/v181/thodoroff22a.html},
  timestamp    = {Wed, 09 Aug 2023 17:07:50 +0200},
  biburl       = {https://dblp.org/rec/conf/preregister/ThodoroffLL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-02081,
  author       = {Francisco Vargas and
                  Pierre Thodoroff and
                  Neil D. Lawrence and
                  Austen Lamacraft},
  title        = {Solving Schr{\"{o}}dinger Bridges via Maximum Likelihood},
  journal      = {CoRR},
  volume       = {abs/2106.02081},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.02081},
  eprinttype    = {arXiv},
  eprint       = {2106.02081},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-02081.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-04105,
  author       = {Andrei Paleyes and
                  Christian Cabrera and
                  Neil D. Lawrence},
  title        = {Exploring the potential of flow-based programming for machine learning
                  deployment in comparison with service-oriented architectures},
  journal      = {CoRR},
  volume       = {abs/2108.04105},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.04105},
  eprinttype    = {arXiv},
  eprint       = {2108.04105},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-04105.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-09774,
  author       = {Corinna Cortes and
                  Neil D. Lawrence},
  title        = {Inconsistency in Conference Peer Review: Revisiting the 2014 NeurIPS
                  Experiment},
  journal      = {CoRR},
  volume       = {abs/2109.09774},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.09774},
  eprinttype    = {arXiv},
  eprint       = {2109.09774},
  timestamp    = {Mon, 27 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-09774.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-10570,
  author       = {Samuel J. Bell and
                  Neil D. Lawrence},
  title        = {Behavioral Experiments for Understanding Catastrophic Forgetting},
  journal      = {CoRR},
  volume       = {abs/2110.10570},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.10570},
  eprinttype    = {arXiv},
  eprint       = {2110.10570},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-10570.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-13293,
  author       = {Andrei Paleyes and
                  Mark Pullin and
                  Maren Mahsereci and
                  Cliff McCollum and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  title        = {Emulation of physical processes with Emukit},
  journal      = {CoRR},
  volume       = {abs/2110.13293},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.13293},
  eprinttype    = {arXiv},
  eprint       = {2110.13293},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-13293.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-10510,
  author       = {Francisco Vargas and
                  Andrius Ovsianas and
                  David Fernandes and
                  Mark Girolami and
                  Neil D. Lawrence and
                  Nikolas N{\"{u}}sken},
  title        = {Bayesian Learning via Neural Schr{\"{o}}dinger-F{\"{o}}llmer
                  Flows},
  journal      = {CoRR},
  volume       = {abs/2111.10510},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.10510},
  eprinttype    = {arXiv},
  eprint       = {2111.10510},
  timestamp    = {Sun, 28 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-10510.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tii/WangLDLY20,
  author       = {Bei Wang and
                  Zhichao Li and
                  Zhenwen Dai and
                  Neil D. Lawrence and
                  Xuefeng Yan},
  title        = {Data-Driven Mode Identification and Unsupervised Fault Detection for
                  Nonlinear Multimode Processes},
  journal      = {{IEEE} Trans. Ind. Informatics},
  volume       = {16},
  number       = {6},
  pages        = {3651--3661},
  year         = {2020},
  url          = {https://doi.org/10.1109/TII.2019.2942650},
  doi          = {10.1109/TII.2019.2942650},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tii/WangLDLY20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HuMXSOLD20,
  author       = {Shell Xu Hu and
                  Pablo Garcia Moreno and
                  Yang Xiao and
                  Xi Shen and
                  Guillaume Obozinski and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Empirical Bayes Transductive Meta-Learning with Synthetic Gradients},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=Hkg-xgrYvH},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/HuMXSOLD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-12696,
  author       = {Shell Xu Hu and
                  Pablo Garcia Moreno and
                  Yang Xiao and
                  Xi Shen and
                  Guillaume Obozinski and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Empirical Bayes Transductive Meta-Learning with Synthetic Gradients},
  journal      = {CoRR},
  volume       = {abs/2004.12696},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.12696},
  eprinttype    = {arXiv},
  eprint       = {2004.12696},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-12696.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-09926,
  author       = {Andrei Paleyes and
                  Raoul{-}Gabriel Urma and
                  Neil D. Lawrence},
  title        = {Challenges in Deploying Machine Learning: a Survey of Case Studies},
  journal      = {CoRR},
  volume       = {abs/2011.09926},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.09926},
  eprinttype    = {arXiv},
  eprint       = {2011.09926},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-09926.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/WangLDLY19,
  author       = {Bei Wang and
                  Zhichao Li and
                  Zhenwen Dai and
                  Neil D. Lawrence and
                  Xuefeng Yan},
  title        = {A probabilistic principal component analysis-based approach in process
                  monitoring and fault diagnosis with application in wastewater treatment
                  plant},
  journal      = {Appl. Soft Comput.},
  volume       = {82},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.asoc.2019.105527},
  doi          = {10.1016/J.ASOC.2019.105527},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/asc/WangLDLY19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tac/SarkkaAL19,
  author       = {Simo S{\"{a}}rkk{\"{a}} and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Gaussian Process Latent Force Models for Learning and Stochastic Control
                  of Physical Systems},
  journal      = {{IEEE} Trans. Autom. Control.},
  volume       = {64},
  number       = {7},
  pages        = {2953--2960},
  year         = {2019},
  url          = {https://doi.org/10.1109/TAC.2018.2874749},
  doi          = {10.1109/TAC.2018.2874749},
  timestamp    = {Wed, 20 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tac/SarkkaAL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/AhnHDLD19,
  author       = {Sungsoo Ahn and
                  Shell Xu Hu and
                  Andreas C. Damianou and
                  Neil D. Lawrence and
                  Zhenwen Dai},
  title        = {Variational Information Distillation for Knowledge Transfer},
  booktitle    = {{IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR}
                  2019, Long Beach, CA, USA, June 16-20, 2019},
  pages        = {9163--9171},
  publisher    = {Computer Vision Foundation / {IEEE}},
  year         = {2019},
  url          = {http://openaccess.thecvf.com/content\_CVPR\_2019/html/Ahn\_Variational\_Information\_Distillation\_for\_Knowledge\_Transfer\_CVPR\_2019\_paper.html},
  doi          = {10.1109/CVPR.2019.00938},
  timestamp    = {Mon, 30 Aug 2021 17:01:14 +0200},
  biburl       = {https://dblp.org/rec/conf/cvpr/AhnHDLD19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FlennerhagMLD19,
  author       = {Sebastian Flennerhag and
                  Pablo Garcia Moreno and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Transferring Knowledge across Learning Processes},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=HygBZnRctX},
  timestamp    = {Wed, 06 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/FlennerhagMLD19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KleinDHLG19,
  author       = {Aaron Klein and
                  Zhenwen Dai and
                  Frank Hutter and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Meta-Surrogate Benchmarking for Hyperparameter Optimization},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {6267--6277},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/0668e20b3c9e9185b04b3d2a9dc8fa2d-Abstract.html},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/KleinDHLG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-07320,
  author       = {Kurt Cutajar and
                  Mark Pullin and
                  Andreas C. Damianou and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  title        = {Deep Gaussian Processes for Multi-fidelity Modeling},
  journal      = {CoRR},
  volume       = {abs/1903.07320},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.07320},
  eprinttype    = {arXiv},
  eprint       = {1903.07320},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-07320.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-11241,
  author       = {Neil D. Lawrence},
  title        = {Data Science and Digital Systems: The 3Ds of Machine Learning Systems
                  Design},
  journal      = {CoRR},
  volume       = {abs/1903.11241},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.11241},
  eprinttype    = {arXiv},
  eprint       = {1903.11241},
  timestamp    = {Tue, 02 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-11241.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-05835,
  author       = {Sungsoo Ahn and
                  Shell Xu Hu and
                  Andreas C. Damianou and
                  Neil D. Lawrence and
                  Zhenwen Dai},
  title        = {Variational Information Distillation for Knowledge Transfer},
  journal      = {CoRR},
  volume       = {abs/1904.05835},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.05835},
  eprinttype    = {arXiv},
  eprint       = {1904.05835},
  timestamp    = {Thu, 25 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-05835.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-12982,
  author       = {Aaron Klein and
                  Zhenwen Dai and
                  Frank Hutter and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  title        = {Meta-Surrogate Benchmarking for Hyperparameter Optimization},
  journal      = {CoRR},
  volume       = {abs/1905.12982},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.12982},
  eprinttype    = {arXiv},
  eprint       = {1905.12982},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-12982.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09147,
  author       = {Michael Thomas Smith and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Differentially Private Regression and Classification with Sparse Gaussian
                  Processes},
  journal      = {CoRR},
  volume       = {abs/1909.09147},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.09147},
  eprinttype    = {arXiv},
  eprint       = {1909.09147},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-09147.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SmithAZL18,
  author       = {Michael T. Smith and
                  Mauricio A. {\'{A}}lvarez and
                  Max Zwiessele and
                  Neil D. Lawrence},
  editor       = {Amos J. Storkey and
                  Fernando P{\'{e}}rez{-}Cruz},
  title        = {Differentially Private Regression with Gaussian Processes},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
                  Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {84},
  pages        = {1195--1203},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v84/smith18a.html},
  timestamp    = {Fri, 29 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/SmithAZL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LuGDL18,
  author       = {Xiaoyu Lu and
                  Javier Gonz{\'{a}}lez and
                  Zhenwen Dai and
                  Neil D. Lawrence},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {Structured Variationally Auto-encoded Optimization},
  booktitle    = {Proceedings of the 35th International Conference on Machine Learning,
                  {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
                  10-15, 2018},
  series       = {Proceedings of Machine Learning Research},
  volume       = {80},
  pages        = {3273--3281},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/lu18c.html},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/LuGDL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-01061,
  author       = {Mu Niu and
                  Pokman Cheung and
                  Lizhen Lin and
                  Zhenwen Dai and
                  Neil D. Lawrence and
                  David B. Dunson},
  title        = {Intrinsic Gaussian processes on complex constrained domains},
  journal      = {CoRR},
  volume       = {abs/1801.01061},
  year         = {2018},
  url          = {http://arxiv.org/abs/1801.01061},
  eprinttype    = {arXiv},
  eprint       = {1801.01061},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1801-01061.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-02010,
  author       = {Michael Thomas Smith and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Gaussian Process Regression for Binned Data},
  journal      = {CoRR},
  volume       = {abs/1809.02010},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.02010},
  eprinttype    = {arXiv},
  eprint       = {1809.02010},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-02010.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-01054,
  author       = {Sebastian Flennerhag and
                  Pablo Garcia Moreno and
                  Neil D. Lawrence and
                  Andreas C. Damianou},
  title        = {Transferring Knowledge across Learning Processes},
  journal      = {CoRR},
  volume       = {abs/1812.01054},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.01054},
  eprinttype    = {arXiv},
  eprint       = {1812.01054},
  timestamp    = {Wed, 06 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-01054.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/DaiILR17,
  author       = {Zhenwen Dai and
                  Mudassar Iqbal and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Efficient inference for sparse latent variable models of transcriptional
                  regulation},
  journal      = {Bioinform.},
  volume       = {33},
  number       = {23},
  pages        = {3776--3783},
  year         = {2017},
  url          = {https://doi.org/10.1093/bioinformatics/btx508},
  doi          = {10.1093/BIOINFORMATICS/BTX508},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/DaiILR17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GonzalezDDL17,
  author       = {Javier Gonz{\'{a}}lez and
                  Zhenwen Dai and
                  Andreas C. Damianou and
                  Neil D. Lawrence},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {Preferential Bayesian Optimization},
  booktitle    = {Proceedings of the 34th International Conference on Machine Learning,
                  {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
  series       = {Proceedings of Machine Learning Research},
  volume       = {70},
  pages        = {1282--1291},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/gonzalez17a.html},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/GonzalezDDL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/GrigorievskiyLS17,
  author       = {Alexander Grigorievskiy and
                  Neil D. Lawrence and
                  Simo S{\"{a}}rkk{\"{a}}},
  editor       = {Naonori Ueda and
                  Shinji Watanabe and
                  Tomoko Matsui and
                  Jen{-}Tzung Chien and
                  Jan Larsen},
  title        = {Parallelizable sparse inverse formulation Gaussian processes (SpInGP)},
  booktitle    = {27th {IEEE} International Workshop on Machine Learning for Signal
                  Processing, {MLSP} 2017, Tokyo, Japan, September 25-28, 2017},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/MLSP.2017.8168130},
  doi          = {10.1109/MLSP.2017.8168130},
  timestamp    = {Tue, 30 Jun 2020 10:25:30 +0200},
  biburl       = {https://dblp.org/rec/conf/mlsp/GrigorievskiyLS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DaiAL17,
  author       = {Zhenwen Dai and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Efficient Modeling of Latent Information in Supervised Learning using
                  Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {5131--5139},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/1680e9fa7b4dd5d62ece800239bb53bd-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 13:58:27 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/DaiAL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DaiAL17,
  author       = {Zhenwen Dai and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Efficient Modeling of Latent Information in Supervised Learning using
                  Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1705.09862},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.09862},
  eprinttype    = {arXiv},
  eprint       = {1705.09862},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/DaiAL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouLE17,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence and
                  Carl Henrik Ek},
  title        = {Manifold Alignment Determination: finding correspondences across different
                  data views},
  journal      = {CoRR},
  volume       = {abs/1701.03449},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.03449},
  eprinttype    = {arXiv},
  eprint       = {1701.03449},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouLE17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Lawrence17,
  author       = {Neil D. Lawrence},
  title        = {Data Readiness Levels},
  journal      = {CoRR},
  volume       = {abs/1705.02245},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.02245},
  eprinttype    = {arXiv},
  eprint       = {1705.02245},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Lawrence17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Lawrence17a,
  author       = {Neil D. Lawrence},
  title        = {Living Together: Mind and Machine Intelligence},
  journal      = {CoRR},
  volume       = {abs/1705.07996},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.07996},
  eprinttype    = {arXiv},
  eprint       = {1705.07996},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Lawrence17a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-05409,
  author       = {Simo S{\"{a}}rkk{\"{a}} and
                  Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Gaussian Process Latent Force Models for Learning and Stochastic Control
                  of Physical Systems},
  journal      = {CoRR},
  volume       = {abs/1709.05409},
  year         = {2017},
  url          = {http://arxiv.org/abs/1709.05409},
  eprinttype    = {arXiv},
  eprint       = {1709.05409},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1709-05409.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-08717,
  author       = {Matthias W. Seeger and
                  Asmus Hetzel and
                  Zhenwen Dai and
                  Neil D. Lawrence},
  title        = {Auto-Differentiating Linear Algebra},
  journal      = {CoRR},
  volume       = {abs/1710.08717},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.08717},
  eprinttype    = {arXiv},
  eprint       = {1710.08717},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-08717.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DamianouTL16,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Variational Inference for Latent Variables and Uncertain Inputs in
                  Gaussian Processes},
  journal      = {J. Mach. Learn. Res.},
  volume       = {17},
  pages        = {42:1--42:62},
  year         = {2016},
  url          = {http://jmlr.org/papers/v17/damianou16a.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/DamianouTL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/peerj-cs/DurrandeHRL16,
  author       = {Nicolas Durrande and
                  James Hensman and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Detecting periodicities with Gaussian processes},
  journal      = {PeerJ Comput. Sci.},
  volume       = {2},
  pages        = {e50},
  year         = {2016},
  url          = {https://doi.org/10.7717/peerj-cs.50},
  doi          = {10.7717/PEERJ-CS.50},
  timestamp    = {Mon, 18 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/peerj-cs/DurrandeHRL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GonzalezDHL16,
  author       = {Javier Gonz{\'{a}}lez and
                  Zhenwen Dai and
                  Philipp Hennig and
                  Neil D. Lawrence},
  editor       = {Arthur Gretton and
                  Christian C. Robert},
  title        = {Batch Bayesian Optimization via Local Penalization},
  booktitle    = {Proceedings of the 19th International Conference on Artificial Intelligence
                  and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {51},
  pages        = {648--657},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v51/gonzalez16a.html},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aistats/GonzalezDHL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GonzalezOL16,
  author       = {Javier Gonz{\'{a}}lez and
                  Michael A. Osborne and
                  Neil D. Lawrence},
  editor       = {Arthur Gretton and
                  Christian C. Robert},
  title        = {{GLASSES:} Relieving The Myopia Of Bayesian Optimisation},
  booktitle    = {Proceedings of the 19th International Conference on Artificial Intelligence
                  and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {51},
  pages        = {790--799},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v51/gonzalez16b.html},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aistats/GonzalezOL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SaulHVL16,
  author       = {Alan D. Saul and
                  James Hensman and
                  Aki Vehtari and
                  Neil D. Lawrence},
  editor       = {Arthur Gretton and
                  Christian C. Robert},
  title        = {Chained Gaussian Processes},
  booktitle    = {Proceedings of the 19th International Conference on Artificial Intelligence
                  and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {51},
  pages        = {1431--1440},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v51/saul16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/SaulHVL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bcb/RahmanL16,
  author       = {Muhammad Arifur Rahman and
                  Neil D. Lawrence},
  title        = {A Gaussian Process Model for Inferring the Dynamic Transcription Factor
                  Activity},
  booktitle    = {Proceedings of the 7th {ACM} International Conference on Bioinformatics,
                  Computational Biology, and Health Informatics, {BCB} 2016, Seattle,
                  WA, USA, October 2-5, 2016},
  pages        = {495--496},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2975167.2985651},
  doi          = {10.1145/2975167.2985651},
  timestamp    = {Tue, 06 Nov 2018 16:59:10 +0100},
  biburl       = {https://dblp.org/rec/conf/bcb/RahmanL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lm/CamilleriDJLP16,
  author       = {Daniel Camilleri and
                  Andreas C. Damianou and
                  Harry Jackson and
                  Neil D. Lawrence and
                  Tony J. Prescott},
  editor       = {Nathan F. Lepora and
                  Anna Mura and
                  Michael Mangan and
                  Paul F. M. J. Verschure and
                  Marc P. Y. Desmulliez and
                  Tony J. Prescott},
  title        = {iCub Visual Memory Inspector: Visualising the iCub's Thoughts},
  booktitle    = {Biomimetic and Biohybrid Systems - 5th International Conference, Living
                  Machines 2016, Edinburgh, UK, July 19-22, 2016. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9793},
  pages        = {48--57},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-42417-0\_5},
  doi          = {10.1007/978-3-319-42417-0\_5},
  timestamp    = {Sun, 25 Oct 2020 22:45:09 +0100},
  biburl       = {https://dblp.org/rec/conf/lm/CamilleriDJLP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/robio/Martinez-Hernandez16,
  author       = {Uriel Martinez{-}Hernandez and
                  Andreas C. Damianou and
                  Daniel Camilleri and
                  Luke W. Boorman and
                  Neil D. Lawrence and
                  Tony J. Prescott},
  title        = {An integrated probabilistic framework for robot perception, learning
                  and memory},
  booktitle    = {2016 {IEEE} International Conference on Robotics and Biomimetics,
                  {ROBIO} 2016, Qingdao, China, December 3-7, 2016},
  pages        = {1796--1801},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ROBIO.2016.7866589},
  doi          = {10.1109/ROBIO.2016.7866589},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/robio/Martinez-Hernandez16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/DaiDGL15,
  author       = {Zhenwen Dai and
                  Andreas C. Damianou and
                  Javier Gonz{\'{a}}lez and
                  Neil D. Lawrence},
  editor       = {Yoshua Bengio and
                  Yann LeCun},
  title        = {Variational Auto-encoded Deep Gaussian Processes},
  booktitle    = {4th International Conference on Learning Representations, {ICLR} 2016,
                  San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year         = {2016},
  url          = {http://arxiv.org/abs/1511.06455},
  timestamp    = {Mon, 29 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/DaiDGL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/MattosDDFBL15,
  author       = {C{\'{e}}sar Lincoln C. Mattos and
                  Zhenwen Dai and
                  Andreas C. Damianou and
                  Jeremy Forth and
                  Guilherme A. Barreto and
                  Neil D. Lawrence},
  editor       = {Yoshua Bengio and
                  Yann LeCun},
  title        = {Recurrent Gaussian Processes},
  booktitle    = {4th International Conference on Learning Representations, {ICLR} 2016,
                  San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year         = {2016},
  url          = {http://arxiv.org/abs/1511.06644},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MattosDDFBL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouLE16,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence and
                  Carl Henrik Ek},
  title        = {Multi-view Learning as a Nonparametric Nonlinear Inter-Battery Factor
                  Analysis},
  journal      = {CoRR},
  volume       = {abs/1604.04939},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.04939},
  eprinttype    = {arXiv},
  eprint       = {1604.04939},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouLE16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LakeLT16,
  author       = {Brenden M. Lake and
                  Neil D. Lawrence and
                  Joshua B. Tenenbaum},
  title        = {The Emergence of Organizing Structure in Conceptual Representation},
  journal      = {CoRR},
  volume       = {abs/1611.09384},
  year         = {2016},
  url          = {http://arxiv.org/abs/1611.09384},
  eprinttype    = {arXiv},
  eprint       = {1611.09384},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/LakeLT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SaulHVL16,
  author       = {Alan D. Saul and
                  James Hensman and
                  Aki Vehtari and
                  Neil D. Lawrence},
  title        = {Chained Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1604.05263},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.05263},
  eprinttype    = {arXiv},
  eprint       = {1604.05263},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SaulHVL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SmithZL16,
  author       = {Michael T. Smith and
                  Max Zwiessele and
                  Neil D. Lawrence},
  title        = {Differentially Private Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1606.00720},
  year         = {2016},
  url          = {http://arxiv.org/abs/1606.00720},
  eprinttype    = {arXiv},
  eprint       = {1606.00720},
  timestamp    = {Fri, 29 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SmithZL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YousefiDEL16,
  author       = {Fariba Yousefi and
                  Zhenwen Dai and
                  Carl Henrik Ek and
                  Neil D. Lawrence},
  title        = {Unsupervised Learning with Imbalanced Data via Structure Consolidation
                  Latent Variable Model},
  journal      = {CoRR},
  volume       = {abs/1607.00067},
  year         = {2016},
  url          = {http://arxiv.org/abs/1607.00067},
  eprinttype    = {arXiv},
  eprint       = {1607.00067},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/YousefiDEL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/peerjpre/DurrandeHRL16,
  author       = {Nicolas Durrande and
                  James Hensman and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Detecting periodicities with Gaussian processes},
  journal      = {PeerJ Prepr.},
  volume       = {4},
  pages        = {e1743},
  year         = {2016},
  url          = {https://doi.org/10.7287/peerj.preprints.1743v1},
  doi          = {10.7287/PEERJ.PREPRINTS.1743V1},
  timestamp    = {Thu, 09 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/peerjpre/DurrandeHRL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/GambardellaPMBM15,
  author       = {Gennaro Gambardella and
                  Ivana Peluso and
                  Sandro Montefusco and
                  Mukesh Bansal and
                  Diego L. Medina and
                  Neil D. Lawrence and
                  Diego di Bernardo},
  title        = {A reverse-engineering approach to dissect post-translational modulators
                  of transcription factor's activity from transcriptional data},
  journal      = {{BMC} Bioinform.},
  volume       = {16},
  pages        = {279:1--279:9},
  year         = {2015},
  url          = {https://doi.org/10.1186/s12859-015-0700-3},
  doi          = {10.1186/S12859-015-0700-3},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/GambardellaPMBM15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/HensmanRL15,
  author       = {James Hensman and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Fast Nonparametric Clustering of Structured Time-Series},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {37},
  number       = {2},
  pages        = {383--393},
  year         = {2015},
  url          = {https://doi.org/10.1109/TPAMI.2014.2318711},
  doi          = {10.1109/TPAMI.2014.2318711},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/HensmanRL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lm/DamianouEBLP15,
  author       = {Andreas C. Damianou and
                  Carl Henrik Ek and
                  Luke Boorman and
                  Neil D. Lawrence and
                  Tony J. Prescott},
  editor       = {Stuart P. Wilson and
                  Paul F. M. J. Verschure and
                  Anna Mura and
                  Tony J. Prescott},
  title        = {A Top-Down Approach for a Synthetic Autobiographical Memory System},
  booktitle    = {Biomimetic and Biohybrid Systems - 4th International Conference, Living
                  Machines 2015, Barcelona, Spain, July 28 - 31, 2015, Proceedings,
                  1st Edition},
  series       = {Lecture Notes in Computer Science},
  volume       = {9222},
  pages        = {280--292},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-22979-9\_28},
  doi          = {10.1007/978-3-319-22979-9\_28},
  timestamp    = {Sun, 25 Oct 2020 22:45:08 +0100},
  biburl       = {https://dblp.org/rec/conf/lm/DamianouEBLP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/PachecoMQL15,
  author       = {Ricardo Andrade Pacheco and
                  Martin Gordon Mubangizi and
                  John A. Quinn and
                  Neil D. Lawrence},
  editor       = {Ahlame Douzal Chouakria and
                  Jos{\'{e}} A. Vilar Fern{\'{a}}ndez and
                  Pierre{-}Fran{\c{c}}ois Marteau and
                  Elizabeth Ann Maharaj and
                  Andr{\'{e}}s M. Alonso Fern{\'{a}}ndez and
                  Edoardo Otranto and
                  Maria{-}Irina Nicolae},
  title        = {Monitoring Short Term Changes of Malaria Incidence in Uganda with
                  Gaussian Processes},
  booktitle    = {Proceedings of the 1st International Workshop on Advanced Analytics
                  and Learning on Temporal Data, {AALTD} 2015, co-located with The European
                  Conference on Machine Learning and Principles and Practice of Knowledge
                  Discovery in Databases {(ECML} {PKDD} 2015), Porto, Portugal, September
                  11, 2015},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1425},
  publisher    = {CEUR-WS.org},
  year         = {2015},
  url          = {https://ceur-ws.org/Vol-1425/paper2.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:13 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/PachecoMQL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/PachecoMQL15a,
  author       = {Ricardo Andrade Pacheco and
                  Martin Gordon Mubangizi and
                  John A. Quinn and
                  Neil D. Lawrence},
  editor       = {Ahlame Douzal Chouakria and
                  Jos{\'{e}} A. Vilar Fern{\'{a}}ndez and
                  Pierre{-}Fran{\c{c}}ois Marteau},
  title        = {Monitoring Short Term Changes of Infectious Diseases in Uganda with
                  Gaussian Processes},
  booktitle    = {Advanced Analysis and Learning on Temporal Data - First {ECML} {PKDD}
                  Workshop, {AALTD} 2015, Porto, Portugal, September 11, 2015, Revised
                  Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {9785},
  pages        = {95--110},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-44412-3\_7},
  doi          = {10.1007/978-3-319-44412-3\_7},
  timestamp    = {Tue, 14 May 2019 10:00:47 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/PachecoMQL15a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/DamianouL15,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  editor       = {Marina Meila and
                  Tom Heskes},
  title        = {Semi-described and semi-supervised learning with Gaussian processes},
  booktitle    = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
  pages        = {228--237},
  publisher    = {{AUAI} Press},
  year         = {2015},
  url          = {http://auai.org/uai2015/proceedings/papers/226.pdf},
  timestamp    = {Thu, 12 Mar 2020 11:31:09 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/DamianouL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/nips/2015,
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015},
  timestamp    = {Mon, 16 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/2015.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DaiHL15,
  author       = {Zhenwen Dai and
                  James Hensman and
                  Neil D. Lawrence},
  title        = {Spike and Slab Gaussian Process Latent Variable Models},
  journal      = {CoRR},
  volume       = {abs/1505.02434},
  year         = {2015},
  url          = {http://arxiv.org/abs/1505.02434},
  eprinttype    = {arXiv},
  eprint       = {1505.02434},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DaiHL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouL15,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  title        = {Semi-described and semi-supervised learning with Gaussian processes},
  journal      = {CoRR},
  volume       = {abs/1509.01168},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.01168},
  eprinttype    = {arXiv},
  eprint       = {1509.01168},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/MainaHMGSRLR14,
  author       = {Ciira Wa Maina and
                  Antti Honkela and
                  Filomena Matarese and
                  Korbinian Grote and
                  Hendrik G. Stunnenberg and
                  George Reid and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Inference of {RNA} Polymerase {II} Transcription Dynamics from Chromatin
                  Immunoprecipitation Time Course Data},
  journal      = {PLoS Comput. Biol.},
  volume       = {10},
  number       = {5},
  year         = {2014},
  url          = {https://doi.org/10.1371/journal.pcbi.1003598},
  doi          = {10.1371/JOURNAL.PCBI.1003598},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/MainaHMGSRLR14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/CohnPL14,
  author       = {Trevor Cohn and
                  Daniel Preotiuc{-}Pietro and
                  Neil D. Lawrence},
  title        = {Gaussian Processes for Natural Language Processing},
  booktitle    = {Proceedings of the 52nd Annual Meeting of the Association for Computational
                  Linguistics, {ACL} 2014, June 22-27, 2014, Baltimore, MD, USA, Tutorial
                  Abstracts},
  pages        = {1--3},
  publisher    = {The Association for Computer Linguistics},
  year         = {2014},
  url          = {https://doi.org/10.3115/v1/p14-6001},
  doi          = {10.3115/V1/P14-6001},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/acl/CohnPL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/HensmanZL14,
  author       = {James Hensman and
                  Max Zwiessele and
                  Neil D. Lawrence},
  title        = {Tilted Variational Bayes},
  booktitle    = {Proceedings of the Seventeenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2014, Reykjavik, Iceland, April
                  22-25, 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {33},
  pages        = {356--364},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v33/hensman14.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/HensmanZL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/PachecoHZL14,
  author       = {Ricardo Andrade Pacheco and
                  James Hensman and
                  Max Zwiessele and
                  Neil D. Lawrence},
  title        = {Hybrid Discriminative-Generative Approach with Gaussian Processes},
  booktitle    = {Proceedings of the Seventeenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2014, Reykjavik, Iceland, April
                  22-25, 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {33},
  pages        = {47--56},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v33/andradepacheco14.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/PachecoHZL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/TosiHVL14,
  author       = {Alessandra Tosi and
                  S{\o}ren Hauberg and
                  Alfredo Vellido and
                  Neil D. Lawrence},
  editor       = {Nevin L. Zhang and
                  Jin Tian},
  title        = {Metrics for Probabilistic Geometries},
  booktitle    = {Proceedings of the Thirtieth Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2014, Quebec City, Quebec, Canada, July 23-27,
                  2014},
  pages        = {800--808},
  publisher    = {{AUAI} Press},
  year         = {2014},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2516\&proceeding\_id=30},
  timestamp    = {Wed, 03 Feb 2021 11:09:27 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/TosiHVL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/nips/2014,
  editor       = {Zoubin Ghahramani and
                  Max Welling and
                  Corinna Cortes and
                  Neil D. Lawrence and
                  Kilian Q. Weinberger},
  title        = {Advances in Neural Information Processing Systems 27: Annual Conference
                  on Neural Information Processing Systems 2014, December 8-13 2014,
                  Montreal, Quebec, Canada},
  year         = {2014},
  url          = {https://proceedings.neurips.cc/paper/2014},
  timestamp    = {Mon, 16 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/2014.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DaiDHL14,
  author       = {Zhenwen Dai and
                  Andreas C. Damianou and
                  James Hensman and
                  Neil D. Lawrence},
  title        = {Gaussian Process Models with Parallelization and {GPU} acceleration},
  journal      = {CoRR},
  volume       = {abs/1410.4984},
  year         = {2014},
  url          = {http://arxiv.org/abs/1410.4984},
  eprinttype    = {arXiv},
  eprint       = {1410.4984},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DaiDHL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DamianouTL14,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Variational Inference for Uncertainty on the Inputs of Gaussian Process
                  Models},
  journal      = {CoRR},
  volume       = {abs/1409.2287},
  year         = {2014},
  url          = {http://arxiv.org/abs/1409.2287},
  eprinttype    = {arXiv},
  eprint       = {1409.2287},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DamianouTL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HensmanRL14,
  author       = {James Hensman and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Fast variational inference for nonparametric clustering of structured
                  time-series},
  journal      = {CoRR},
  volume       = {abs/1401.1605},
  year         = {2014},
  url          = {http://arxiv.org/abs/1401.1605},
  eprinttype    = {arXiv},
  eprint       = {1401.1605},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/HensmanRL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TosiHVL14,
  author       = {Alessandra Tosi and
                  S{\o}ren Hauberg and
                  Alfredo Vellido and
                  Neil D. Lawrence},
  title        = {Metrics for Probabilistic Geometries},
  journal      = {CoRR},
  volume       = {abs/1411.7432},
  year         = {2014},
  url          = {http://arxiv.org/abs/1411.7432},
  eprinttype    = {arXiv},
  eprint       = {1411.7432},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/TosiHVL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/FusiLBLS13,
  author       = {Nicol{\'{o}} Fusi and
                  Christoph Lippert and
                  Karsten M. Borgwardt and
                  Neil D. Lawrence and
                  Oliver Stegle},
  title        = {Detecting regulatory gene-environment interactions with unmeasured
                  environmental factors},
  journal      = {Bioinform.},
  volume       = {29},
  number       = {11},
  pages        = {1382--1389},
  year         = {2013},
  url          = {https://doi.org/10.1093/bioinformatics/btt148},
  doi          = {10.1093/BIOINFORMATICS/BTT148},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/FusiLBLS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/HensmanLR13,
  author       = {James Hensman and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Hierarchical Bayesian modelling of gene expression time series across
                  irregularly sampled replicates and clusters},
  journal      = {{BMC} Bioinform.},
  volume       = {14},
  pages        = {252},
  year         = {2013},
  url          = {https://doi.org/10.1186/1471-2105-14-252},
  doi          = {10.1186/1471-2105-14-252},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/HensmanLR13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/HammerKLL13,
  author       = {Barbara Hammer and
                  Daniel A. Keim and
                  Neil D. Lawrence and
                  Guy Lebanon},
  title        = {Preface: Intelligent interactive data visualization},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {27},
  number       = {1},
  pages        = {1--3},
  year         = {2013},
  url          = {https://doi.org/10.1007/s10618-013-0309-y},
  doi          = {10.1007/S10618-013-0309-Y},
  timestamp    = {Fri, 27 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/HammerKLL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/AlvarezLL13,
  author       = {Mauricio A. {\'{A}}lvarez and
                  David Luengo and
                  Neil D. Lawrence},
  title        = {Linear Latent Force Models Using Gaussian Processes},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {35},
  number       = {11},
  pages        = {2693--2705},
  year         = {2013},
  url          = {https://doi.org/10.1109/TPAMI.2013.86},
  doi          = {10.1109/TPAMI.2013.86},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/AlvarezLL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DamianouL13,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  title        = {Deep Gaussian Processes},
  booktitle    = {Proceedings of the Sixteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2013, Scottsdale, AZ, USA,
                  April 29 - May 1, 2013},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {31},
  pages        = {207--215},
  publisher    = {JMLR.org},
  year         = {2013},
  url          = {http://proceedings.mlr.press/v31/damianou13a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/DamianouL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KalaitzisLLZ13,
  author       = {Alfredo A. Kalaitzis and
                  John D. Lafferty and
                  Neil D. Lawrence and
                  Shuheng Zhou},
  title        = {The Bigraphical Lasso},
  booktitle    = {Proceedings of the 30th International Conference on Machine Learning,
                  {ICML} 2013, Atlanta, GA, USA, 16-21 June 2013},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {28},
  pages        = {1229--1237},
  publisher    = {JMLR.org},
  year         = {2013},
  url          = {http://proceedings.mlr.press/v28/kalaitzis13.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KalaitzisLLZ13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/HensmanFL13,
  author       = {James Hensman and
                  Nicol{\'{o}} Fusi and
                  Neil D. Lawrence},
  editor       = {Ann E. Nicholson and
                  Padhraic Smyth},
  title        = {Gaussian Processes for Big Data},
  booktitle    = {Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2013, Bellevue, WA, USA, August 11-15, 2013},
  publisher    = {{AUAI} Press},
  year         = {2013},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2389\&proceeding\_id=29},
  timestamp    = {Fri, 16 Jul 2021 16:15:58 +0200},
  biburl       = {https://dblp.org/rec/conf/uai/HensmanFL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HensmanFL13,
  author       = {James Hensman and
                  Nicol{\'{o}} Fusi and
                  Neil D. Lawrence},
  title        = {Gaussian Processes for Big Data},
  journal      = {CoRR},
  volume       = {abs/1309.6835},
  year         = {2013},
  url          = {http://arxiv.org/abs/1309.6835},
  eprinttype    = {arXiv},
  eprint       = {1309.6835},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/HensmanFL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1301-7393,
  author       = {Neil D. Lawrence and
                  Christopher M. Bishop and
                  Michael I. Jordan},
  title        = {Mixture Representations for Inference and Learning in Boltzmann Machines},
  journal      = {CoRR},
  volume       = {abs/1301.7393},
  year         = {2013},
  url          = {http://arxiv.org/abs/1301.7393},
  eprinttype    = {arXiv},
  eprint       = {1301.7393},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1301-7393.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcsb/TitsiasHLR12,
  author       = {Michalis K. Titsias and
                  Antti Honkela and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Identifying targets of multiple co-regulating transcription factors
                  from expression time-series by Bayesian model comparison},
  journal      = {{BMC} Syst. Biol.},
  volume       = {6},
  pages        = {53},
  year         = {2012},
  url          = {https://doi.org/10.1186/1752-0509-6-53},
  doi          = {10.1186/1752-0509-6-53},
  timestamp    = {Tue, 05 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bmcsb/TitsiasHLR12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ftml/AlvarezRL12,
  author       = {Mauricio A. {\'{A}}lvarez and
                  Lorenzo Rosasco and
                  Neil D. Lawrence},
  title        = {Kernels for Vector-Valued Functions: {A} Review},
  journal      = {Found. Trends Mach. Learn.},
  volume       = {4},
  number       = {3},
  pages        = {195--266},
  year         = {2012},
  url          = {https://doi.org/10.1561/2200000036},
  doi          = {10.1561/2200000036},
  timestamp    = {Thu, 18 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ftml/AlvarezRL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/Lawrence12,
  author       = {Neil D. Lawrence},
  title        = {A Unifying Probabilistic Perspective for Spectral Dimensionality Reduction:
                  Insights and New Models},
  journal      = {J. Mach. Learn. Res.},
  volume       = {13},
  pages        = {1609--1638},
  year         = {2012},
  url          = {https://dl.acm.org/doi/10.5555/2503308.2343695},
  doi          = {10.5555/2503308.2343695},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Lawrence12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/ZabihKLMW12,
  author       = {Ramin Zabih and
                  Sing Bing Kang and
                  Neil D. Lawrence and
                  Jiri Matas and
                  Max Welling},
  title        = {Editor's Note},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {34},
  number       = {2},
  pages        = {209--210},
  year         = {2012},
  url          = {https://doi.org/10.1109/TPAMI.2012.14},
  doi          = {10.1109/TPAMI.2012.14},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/ZabihKLMW12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/ZabihKLMW12a,
  author       = {Ramin Zabih and
                  Sing Bing Kang and
                  Neil D. Lawrence and
                  Jiri Matas and
                  Max Welling},
  title        = {Editor's Note},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {34},
  number       = {5},
  pages        = {833},
  year         = {2012},
  url          = {https://doi.org/10.1109/TPAMI.2012.75},
  doi          = {10.1109/TPAMI.2012.75},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/ZabihKLMW12a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/FusiSL12,
  author       = {Nicol{\'{o}} Fusi and
                  Oliver Stegle and
                  Neil D. Lawrence},
  title        = {Joint Modelling of Confounding Factors and Prominent Genetic Regulators
                  Provides Increased Accuracy in Genetical Genomics Studies},
  journal      = {PLoS Comput. Biol.},
  volume       = {8},
  number       = {1},
  year         = {2012},
  url          = {https://doi.org/10.1371/journal.pcbi.1002330},
  doi          = {10.1371/JOURNAL.PCBI.1002330},
  timestamp    = {Thu, 10 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/FusiSL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/PenfoldBLG12,
  author       = {Christopher A. Penfold and
                  Paul E. Brown and
                  Neil D. Lawrence and
                  Alastair S. H. Goldman},
  title        = {Modeling Meiotic Chromosomes Indicates a Size Dependent Contribution
                  of Telomere Clustering and Chromosome Rigidity to Homologue Juxtaposition},
  journal      = {PLoS Comput. Biol.},
  volume       = {8},
  number       = {5},
  year         = {2012},
  url          = {https://doi.org/10.1371/journal.pcbi.1002496},
  doi          = {10.1371/JOURNAL.PCBI.1002496},
  timestamp    = {Thu, 10 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/PenfoldBLG12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/Lazaro-GredillaVL12,
  author       = {Miguel L{\'{a}}zaro{-}Gredilla and
                  Steven Van Vaerenbergh and
                  Neil D. Lawrence},
  title        = {Overlapping Mixtures of Gaussian Processes for the data association
                  problem},
  journal      = {Pattern Recognit.},
  volume       = {45},
  number       = {4},
  pages        = {1386--1395},
  year         = {2012},
  url          = {https://doi.org/10.1016/j.patcog.2011.10.004},
  doi          = {10.1016/J.PATCOG.2011.10.004},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pr/Lazaro-GredillaVL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DamianouETL12,
  author       = {Andreas C. Damianou and
                  Carl Henrik Ek and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Manifold Relevance Determination},
  booktitle    = {Proceedings of the 29th International Conference on Machine Learning,
                  {ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
  publisher    = {icml.cc / Omnipress},
  year         = {2012},
  url          = {http://icml.cc/2012/papers/94.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/DamianouETL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KalaitzisL12,
  author       = {Alfredo A. Kalaitzis and
                  Neil D. Lawrence},
  title        = {Residual Components Analysis},
  booktitle    = {Proceedings of the 29th International Conference on Machine Learning,
                  {ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
  publisher    = {icml.cc / Omnipress},
  year         = {2012},
  url          = {http://icml.cc/2012/papers/114.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KalaitzisL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HensmanRL12,
  author       = {James Hensman and
                  Magnus Rattray and
                  Neil D. Lawrence},
  editor       = {Peter L. Bartlett and
                  Fernando C. N. Pereira and
                  Christopher J. C. Burges and
                  L{\'{e}}on Bottou and
                  Kilian Q. Weinberger},
  title        = {Fast Variational Inference in the Conjugate Exponential Family},
  booktitle    = {Advances in Neural Information Processing Systems 25: 26th Annual
                  Conference on Neural Information Processing Systems 2012. Proceedings
                  of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
  pages        = {2897--2905},
  year         = {2012},
  url          = {https://proceedings.neurips.cc/paper/2012/hash/50905d7b2216bfeccb5b41016357176b-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/HensmanRL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/LawrenceG12,
  author       = {Neil D. Lawrence and
                  Mark A. Girolami},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami},
  title        = {Preface},
  booktitle    = {Proceedings of the Fifteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
                  Spain, April 21-23, 2012},
  series       = {{JMLR} Proceedings},
  volume       = {22},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v22/lawrence/lawrence.pdf},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/LawrenceG12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aistats/2012,
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami},
  title        = {Proceedings of the Fifteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
                  Spain, April 21-23, 2012},
  series       = {{JMLR} Proceedings},
  volume       = {22},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v22/},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/2012.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-4560,
  author       = {Alfredo A. Kalaitzis and
                  Neil D. Lawrence},
  title        = {Residual Component Analysis: Generalising {PCA} for more flexible
                  inference in linear-Gaussian models},
  journal      = {CoRR},
  volume       = {abs/1206.4560},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.4560},
  eprinttype    = {arXiv},
  eprint       = {1206.4560},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-4560.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-4610,
  author       = {Andreas C. Damianou and
                  Carl Henrik Ek and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Manifold Relevance Determination},
  journal      = {CoRR},
  volume       = {abs/1206.4610},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.4610},
  eprinttype    = {arXiv},
  eprint       = {1206.4610},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-4610.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-5162,
  author       = {James Hensman and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Fast Variational Inference in the Conjugate Exponential Family},
  journal      = {CoRR},
  volume       = {abs/1206.5162},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.5162},
  eprinttype    = {arXiv},
  eprint       = {1206.5162},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-5162.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1211-0358,
  author       = {Andreas C. Damianou and
                  Neil D. Lawrence},
  title        = {Deep Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1211.0358},
  year         = {2012},
  url          = {http://arxiv.org/abs/1211.0358},
  eprinttype    = {arXiv},
  eprint       = {1211.0358},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1211-0358.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/HonkelaGRRL11,
  author       = {Antti Honkela and
                  Pei Gao and
                  Jonatan Ropponen and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {tigre: Transcription factor inference through gaussian process reconstruction
                  of expression for bioconductor},
  journal      = {Bioinform.},
  volume       = {27},
  number       = {7},
  pages        = {1026--1027},
  year         = {2011},
  url          = {https://doi.org/10.1093/bioinformatics/btr057},
  doi          = {10.1093/BIOINFORMATICS/BTR057},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/HonkelaGRRL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/KalaitzisL11,
  author       = {Alfredo A. Kalaitzis and
                  Neil D. Lawrence},
  title        = {A Simple Approach to Ranking Differentially Expressed Gene Expression
                  Time Courses through Gaussian Process Regression},
  journal      = {{BMC} Bioinform.},
  volume       = {12},
  pages        = {180},
  year         = {2011},
  url          = {https://doi.org/10.1186/1471-2105-12-180},
  doi          = {10.1186/1471-2105-12-180},
  timestamp    = {Sun, 15 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/KalaitzisL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/AlvarezL11,
  author       = {Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  title        = {Computationally Efficient Convolved Multiple Output Gaussian Processes},
  journal      = {J. Mach. Learn. Res.},
  volume       = {12},
  pages        = {1459--1500},
  year         = {2011},
  url          = {https://dl.acm.org/doi/10.5555/1953048.2021048},
  doi          = {10.5555/1953048.2021048},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/AlvarezL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DamianouTL11,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  editor       = {John Shawe{-}Taylor and
                  Richard S. Zemel and
                  Peter L. Bartlett and
                  Fernando C. N. Pereira and
                  Kilian Q. Weinberger},
  title        = {Variational Gaussian Process Dynamical Systems},
  booktitle    = {Advances in Neural Information Processing Systems 24: 25th Annual
                  Conference on Neural Information Processing Systems 2011. Proceedings
                  of a meeting held 12-14 December 2011, Granada, Spain},
  pages        = {2510--2518},
  year         = {2011},
  url          = {https://proceedings.neurips.cc/paper/2011/hash/af4732711661056eadbf798ba191272a-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/DamianouTL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/StegleLMLB11,
  author       = {Oliver Stegle and
                  Christoph Lippert and
                  Joris M. Mooij and
                  Neil D. Lawrence and
                  Karsten M. Borgwardt},
  editor       = {John Shawe{-}Taylor and
                  Richard S. Zemel and
                  Peter L. Bartlett and
                  Fernando C. N. Pereira and
                  Kilian Q. Weinberger},
  title        = {Efficient inference in matrix-variate Gaussian models with {\textbackslash}iid
                  observation noise},
  booktitle    = {Advances in Neural Information Processing Systems 24: 25th Annual
                  Conference on Neural Information Processing Systems 2011. Proceedings
                  of a meeting held 12-14 December 2011, Granada, Spain},
  pages        = {630--638},
  year         = {2011},
  url          = {https://proceedings.neurips.cc/paper/2011/hash/a732804c8566fc8f498947ea59a841f8-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/StegleLMLB11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/Lawrence11,
  author       = {Neil D. Lawrence},
  editor       = {Geoffrey J. Gordon and
                  David B. Dunson and
                  Miroslav Dud{\'{\i}}k},
  title        = {Spectral Dimensionality Reduction via Maximum Entropy},
  booktitle    = {Proceedings of the Fourteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2011, Fort Lauderdale, USA,
                  April 11-13, 2011},
  series       = {{JMLR} Proceedings},
  volume       = {15},
  pages        = {51--59},
  publisher    = {JMLR.org},
  year         = {2011},
  url          = {http://proceedings.mlr.press/v15/lawrence11a/lawrence11a.pdf},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Lawrence11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1106-4333,
  author       = {Alfredo A. Kalaitzis and
                  Neil D. Lawrence},
  title        = {Residual Component Analysis},
  journal      = {CoRR},
  volume       = {abs/1106.4333},
  year         = {2011},
  url          = {http://arxiv.org/abs/1106.4333},
  eprinttype    = {arXiv},
  eprint       = {1106.4333},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1106-4333.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1106-6251,
  author       = {Mauricio A. {\'{A}}lvarez and
                  Lorenzo Rosasco and
                  Neil D. Lawrence},
  title        = {Kernels for Vector-Valued Functions: a Review},
  journal      = {CoRR},
  volume       = {abs/1106.6251},
  year         = {2011},
  url          = {http://arxiv.org/abs/1106.6251},
  eprinttype    = {arXiv},
  eprint       = {1106.6251},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1106-6251.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1107-2699,
  author       = {Mauricio A. {\'{A}}lvarez and
                  David Luengo and
                  Neil D. Lawrence},
  title        = {Linear Latent Force Models using Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1107.2699},
  year         = {2011},
  url          = {http://arxiv.org/abs/1107.2699},
  eprinttype    = {arXiv},
  eprint       = {1107.2699},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1107-2699.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1107-4985,
  author       = {Andreas C. Damianou and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  title        = {Variational Gaussian Process Dynamical Systems},
  journal      = {CoRR},
  volume       = {abs/1107.4985},
  year         = {2011},
  url          = {http://arxiv.org/abs/1107.4985},
  eprinttype    = {arXiv},
  eprint       = {1107.4985},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1107-4985.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1108-3372,
  author       = {Miguel L{\'{a}}zaro{-}Gredilla and
                  Steven Van Vaerenbergh and
                  Neil D. Lawrence},
  title        = {Overlapping Mixtures of Gaussian Processes for the Data Association
                  Problem},
  journal      = {CoRR},
  volume       = {abs/1108.3372},
  year         = {2011},
  url          = {http://arxiv.org/abs/1108.3372},
  eprinttype    = {arXiv},
  eprint       = {1108.3372},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1108-3372.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/AsifRGLRS10,
  author       = {Hafiz Muhammad Shahzad Asif and
                  Matthew D. Rolfe and
                  Jeffrey Green and
                  Neil D. Lawrence and
                  Magnus Rattray and
                  Guido Sanguinetti},
  title        = {TFInfer: a tool for probabilistic inference of transcription factor
                  activities},
  journal      = {Bioinform.},
  volume       = {26},
  number       = {20},
  pages        = {2635--2636},
  year         = {2010},
  url          = {https://doi.org/10.1093/bioinformatics/btq469},
  doi          = {10.1093/BIOINFORMATICS/BTQ469},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/AsifRGLRS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pnas/HonkelaGGLFLR10,
  author       = {Antti Honkela and
                  Charles Girardot and
                  Eleanor Hilary Gustafson and
                  Ya{-}Hsin Liu and
                  Eileen E. M. Furlong and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Model-based method for transcription factor target identification
                  with limited data},
  journal      = {Proc. Natl. Acad. Sci. {USA}},
  volume       = {107},
  number       = {17},
  pages        = {7793--7798},
  year         = {2010},
  url          = {https://doi.org/10.1073/pnas.0914285107},
  doi          = {10.1073/PNAS.0914285107},
  timestamp    = {Thu, 16 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pnas/HonkelaGGLFLR10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaifs/MaSCLL10,
  author       = {Yi Ma and
                  Fei Sha and
                  Lawrence Carin and
                  Gilad Lerman and
                  Neil D. Lawrence},
  title        = {Invited Talk Abstracts},
  booktitle    = {Manifold Learning and Its Applications, Papers from the 2010 {AAAI}
                  Fall Symposium, Arlington, Virginia, USA, November 11-13, 2010},
  series       = {{AAAI} Technical Report},
  volume       = {{FS-10-06}},
  publisher    = {{AAAI}},
  year         = {2010},
  url          = {http://www.aaai.org/ocs/index.php/FSS/FSS10/paper/view/2373},
  timestamp    = {Thu, 29 May 2014 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaaifs/MaSCLL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AlvarezPSL10,
  author       = {Mauricio A. {\'{A}}lvarez and
                  Jan Peters and
                  Bernhard Sch{\"{o}}lkopf and
                  Neil D. Lawrence},
  editor       = {John D. Lafferty and
                  Christopher K. I. Williams and
                  John Shawe{-}Taylor and
                  Richard S. Zemel and
                  Aron Culotta},
  title        = {Switched Latent Force Models for Movement Segmentation},
  booktitle    = {Advances in Neural Information Processing Systems 23: 24th Annual
                  Conference on Neural Information Processing Systems 2010. Proceedings
                  of a meeting held 6-9 December 2010, Vancouver, British Columbia,
                  Canada},
  pages        = {55--63},
  publisher    = {Curran Associates, Inc.},
  year         = {2010},
  url          = {https://proceedings.neurips.cc/paper/2010/hash/3a029f04d76d32e79367c4b3255dda4d-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/AlvarezPSL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/AlvarezLTL10,
  author       = {Mauricio A. {\'{A}}lvarez and
                  David Luengo and
                  Michalis K. Titsias and
                  Neil D. Lawrence},
  editor       = {Yee Whye Teh and
                  D. Mike Titterington},
  title        = {Efficient Multioutput Gaussian Processes through Variational Inducing
                  Kernels},
  booktitle    = {Proceedings of the Thirteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia,
                  Italy, May 13-15, 2010},
  series       = {{JMLR} Proceedings},
  volume       = {9},
  pages        = {25--32},
  publisher    = {JMLR.org},
  year         = {2010},
  url          = {http://proceedings.mlr.press/v9/alvarez10a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/AlvarezLTL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/TitsiasL10,
  author       = {Michalis K. Titsias and
                  Neil D. Lawrence},
  editor       = {Yee Whye Teh and
                  D. Mike Titterington},
  title        = {Bayesian Gaussian Process Latent Variable Model},
  booktitle    = {Proceedings of the Thirteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia,
                  Italy, May 13-15, 2010},
  series       = {{JMLR} Proceedings},
  volume       = {9},
  pages        = {844--851},
  publisher    = {JMLR.org},
  year         = {2010},
  url          = {http://proceedings.mlr.press/v9/titsias10a.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/TitsiasL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/mit/10/LawrenceR10,
  author       = {Neil D. Lawrence and
                  Magnus Rattray},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami and
                  Magnus Rattray and
                  Guido Sanguinetti},
  title        = {A Brief Introduction to Bayesian Inference},
  booktitle    = {Learning and Inference in Computational Systems Biology},
  series       = {Computational molecular biology},
  pages        = {97--116},
  publisher    = {{MIT} Press},
  year         = {2010},
  timestamp    = {Fri, 15 May 2020 12:36:51 +0200},
  biburl       = {https://dblp.org/rec/books/mit/10/LawrenceR10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/mit/10/LawrenceRGT10,
  author       = {Neil D. Lawrence and
                  Magnus Rattray and
                  Pei Gao and
                  Michalis K. Titsias},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami and
                  Magnus Rattray and
                  Guido Sanguinetti},
  title        = {Gaussian Processes for Missing Species in Biochemical Systems},
  booktitle    = {Learning and Inference in Computational Systems Biology},
  series       = {Computational molecular biology},
  pages        = {231--252},
  publisher    = {{MIT} Press},
  year         = {2010},
  timestamp    = {Fri, 15 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/mit/10/LawrenceRGT10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/mit/10/LGRS2010,
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami and
                  Magnus Rattray and
                  Guido Sanguinetti},
  title        = {Learning and Inference in Computational Systems Biology},
  series       = {Computational molecular biology},
  publisher    = {{MIT} Press},
  year         = {2010},
  url          = {https://mitpress.mit.edu/books/learning-and-inference-computational-systems-biology},
  isbn         = {978-0-262-01386-4},
  timestamp    = {Fri, 15 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/mit/10/LGRS2010.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1010-4830,
  author       = {Neil D. Lawrence},
  title        = {A Unifying Probabilistic Perspective for Spectral Dimensionality Reduction},
  journal      = {CoRR},
  volume       = {abs/1010.4830},
  year         = {2010},
  url          = {http://arxiv.org/abs/1010.4830},
  eprinttype    = {arXiv},
  eprint       = {1010.4830},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1010-4830.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/PearsonLSMLR09,
  author       = {Richard D. Pearson and
                  Xuejun Liu and
                  Guido Sanguinetti and
                  Marta Milo and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {puma: a Bioconductor package for propagating uncertainty in microarray
                  analysis},
  journal      = {{BMC} Bioinform.},
  volume       = {10},
  year         = {2009},
  url          = {https://doi.org/10.1186/1471-2105-10-211},
  doi          = {10.1186/1471-2105-10-211},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bmcbi/PearsonLSMLR09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bmvc/DarbyLCFL09,
  author       = {John Darby and
                  Baihua Li and
                  Nicholas Costen and
                  David J. Fleet and
                  Neil D. Lawrence},
  editor       = {Andrea Cavallaro and
                  Simon Prince and
                  Daniel C. Alexander},
  title        = {Backing Off: Hierarchical Decomposition of Activity for 3D Novel Pose
                  Recovery},
  booktitle    = {British Machine Vision Conference, {BMVC} 2009, London, UK, September
                  7-10, 2009. Proceedings},
  pages        = {1--11},
  publisher    = {British Machine Vision Association},
  year         = {2009},
  url          = {https://doi.org/10.5244/C.23.11},
  doi          = {10.5244/C.23.11},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bmvc/DarbyLCFL09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LawrenceU09,
  author       = {Neil D. Lawrence and
                  Raquel Urtasun},
  editor       = {Andrea Pohoreckyj Danyluk and
                  L{\'{e}}on Bottou and
                  Michael L. Littman},
  title        = {Non-linear matrix factorization with Gaussian processes},
  booktitle    = {Proceedings of the 26th Annual International Conference on Machine
                  Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {382},
  pages        = {601--608},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1553374.1553452},
  doi          = {10.1145/1553374.1553452},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/LawrenceU09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/AlvarezLL09,
  author       = {Mauricio A. {\'{A}}lvarez and
                  David Luengo and
                  Neil D. Lawrence},
  editor       = {David A. Van Dyk and
                  Max Welling},
  title        = {Latent Force Models},
  booktitle    = {Proceedings of the Twelfth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2009, Clearwater Beach, Florida,
                  USA, April 16-18, 2009},
  series       = {{JMLR} Proceedings},
  volume       = {5},
  pages        = {9--16},
  publisher    = {JMLR.org},
  year         = {2009},
  url          = {http://proceedings.mlr.press/v5/alvarez09a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/AlvarezLL09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccb/GaoHRL08,
  author       = {Pei Gao and
                  Antti Honkela and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Gaussian process modelling of latent chemical species: applications
                  to inferring transcription factor activities},
  booktitle    = {ECCB'08 Proceedings, Seventh European Conference on Computational
                  Biology, 22-26 September 2008, Cagliari, Italy},
  pages        = {70--75},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btn278},
  doi          = {10.1093/BIOINFORMATICS/BTN278},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eccb/GaoHRL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/UrtasunFGPDL08,
  author       = {Raquel Urtasun and
                  David J. Fleet and
                  Andreas Geiger and
                  Jovan Popovic and
                  Trevor Darrell and
                  Neil D. Lawrence},
  editor       = {William W. Cohen and
                  Andrew McCallum and
                  Sam T. Roweis},
  title        = {Topologically-constrained latent variable models},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
                  {(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {307},
  pages        = {1080--1087},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1390156.1390292},
  doi          = {10.1145/1390156.1390292},
  timestamp    = {Fri, 20 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/UrtasunFGPDL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlmi/EkRTRL08,
  author       = {Carl Henrik Ek and
                  Jonathan Rihan and
                  Philip H. S. Torr and
                  Gr{\'{e}}gory Rogez and
                  Neil D. Lawrence},
  editor       = {Andrei Popescu{-}Belis and
                  Rainer Stiefelhagen},
  title        = {Ambiguity Modeling in Latent Spaces},
  booktitle    = {Machine Learning for Multimodal Interaction, 5th International Workshop,
                  {MLMI} 2008, Utrecht, The Netherlands, September 8-10, 2008. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5237},
  pages        = {62--73},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-85853-9\_6},
  doi          = {10.1007/978-3-540-85853-9\_6},
  timestamp    = {Tue, 14 May 2019 10:00:47 +0200},
  biburl       = {https://dblp.org/rec/conf/mlmi/EkRTRL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AlvarezL08,
  author       = {Mauricio A. {\'{A}}lvarez and
                  Neil D. Lawrence},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {Sparse Convolved Gaussian Processes for Multi-output Regression},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {57--64},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/149e9677a5989fd342ae44213df68868-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/AlvarezL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CalderheadGL08,
  author       = {Ben Calderhead and
                  Mark A. Girolami and
                  Neil D. Lawrence},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {Accelerating Bayesian Inference over Nonlinear Differential Equations
                  with Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {217--224},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/07563a3fe3bbe7e3ba84431ad9d055af-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/CalderheadGL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TitsiasLR08,
  author       = {Michalis K. Titsias and
                  Neil D. Lawrence and
                  Magnus Rattray},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {Efficient Sampling for Gaussian Process Inference using Control Variables},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {1681--1688},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/5487315b1286f907165907aa8fc96619-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/TitsiasLR08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidm/EciolazaALKF07,
  author       = {Luka Eciolaza and
                  Muhammad Alkarouri and
                  Neil D. Lawrence and
                  Visakan Kadirkamanathan and
                  Peter J. Fleming},
  title        = {Gaussian Process Latent Variable Models for Fault Detection},
  booktitle    = {Proceedings of the {IEEE} Symposium on Computational Intelligence
                  and Data Mining, {CIDM} 2007, part of the {IEEE} Symposium Series
                  on Computational Intelligence 2007, Honolulu, Hawaii, USA, 1-5 April
                  2007},
  pages        = {287--292},
  publisher    = {{IEEE}},
  year         = {2007},
  url          = {https://doi.org/10.1109/CIDM.2007.368886},
  doi          = {10.1109/CIDM.2007.368886},
  timestamp    = {Wed, 16 Oct 2019 14:14:50 +0200},
  biburl       = {https://dblp.org/rec/conf/cidm/EciolazaALKF07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/humo/UrtasunFL07,
  author       = {Raquel Urtasun and
                  David J. Fleet and
                  Neil D. Lawrence},
  editor       = {Ahmed M. Elgammal and
                  Bodo Rosenhahn and
                  Reinhard Klette},
  title        = {Modeling Human Locomotion with Topologically Constrained Latent Variable
                  Models},
  booktitle    = {Human Motion - Understanding, Modeling, Capture and Animation, Second
                  Workshop, Human Motion 2007, Rio de Janeiro, Brazil, October 20, 2007,
                  Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4814},
  pages        = {104--118},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-75703-0\_8},
  doi          = {10.1007/978-3-540-75703-0\_8},
  timestamp    = {Tue, 14 May 2019 10:00:50 +0200},
  biburl       = {https://dblp.org/rec/conf/humo/UrtasunFL07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LawrenceM07,
  author       = {Neil D. Lawrence and
                  Andrew J. Moore},
  editor       = {Zoubin Ghahramani},
  title        = {Hierarchical Gaussian process latent variable models},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
                  {(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {227},
  pages        = {481--488},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1273496.1273557},
  doi          = {10.1145/1273496.1273557},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/LawrenceM07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/FerrisFL07,
  author       = {Brian Ferris and
                  Dieter Fox and
                  Neil D. Lawrence},
  editor       = {Manuela M. Veloso},
  title        = {WiFi-SLAM Using Gaussian Process Latent Variable Models},
  booktitle    = {{IJCAI} 2007, Proceedings of the 20th International Joint Conference
                  on Artificial Intelligence, Hyderabad, India, January 6-12, 2007},
  pages        = {2480--2485},
  year         = {2007},
  url          = {http://ijcai.org/Proceedings/07/Papers/399.pdf},
  timestamp    = {Tue, 20 Aug 2019 16:17:11 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/FerrisFL07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/interspeech/LaidlerCL07,
  author       = {Jonathan Laidler and
                  Martin Cooke and
                  Neil D. Lawrence},
  title        = {Model-driven detection of clean speech patches in noise},
  booktitle    = {{INTERSPEECH} 2007, 8th Annual Conference of the International Speech
                  Communication Association, Antwerp, Belgium, August 27-31, 2007},
  pages        = {922--925},
  publisher    = {{ISCA}},
  year         = {2007},
  url          = {https://doi.org/10.21437/Interspeech.2007-333},
  doi          = {10.21437/INTERSPEECH.2007-333},
  timestamp    = {Fri, 23 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/interspeech/LaidlerCL07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlmi/EkTL07,
  author       = {Carl Henrik Ek and
                  Philip H. S. Torr and
                  Neil D. Lawrence},
  editor       = {Andrei Popescu{-}Belis and
                  Steve Renals and
                  Herv{\'{e}} Bourlard},
  title        = {Gaussian Process Latent Variable Models for Human Pose Estimation},
  booktitle    = {Machine Learning for Multimodal Interaction , 4th International Workshop,
                  {MLMI} 2007, Brno, Czech Republic, June 28-30, 2007, Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {4892},
  pages        = {132--143},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-78155-4\_12},
  doi          = {10.1007/978-3-540-78155-4\_12},
  timestamp    = {Tue, 14 May 2019 10:00:47 +0200},
  biburl       = {https://dblp.org/rec/conf/mlmi/EkTL07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/Lawrence07,
  author       = {Neil D. Lawrence},
  editor       = {Marina Meila and
                  Xiaotong Shen},
  title        = {Learning for Larger Datasets with the Gaussian Process Latent Variable
                  Model},
  booktitle    = {Proceedings of the Eleventh International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2007, San Juan, Puerto Rico,
                  March 21-24, 2007},
  series       = {{JMLR} Proceedings},
  volume       = {2},
  pages        = {243--250},
  publisher    = {JMLR.org},
  year         = {2007},
  url          = {http://proceedings.mlr.press/v2/lawrence07a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Lawrence07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:journals/jmlr/2006gpp,
  editor       = {Neil D. Lawrence and
                  Anton Schwaighofer and
                  Joaquin Qui{\~{n}}onero Candela},
  title        = {Gaussian Processes in Practice, Bletchley Park, Bletchley, UK, June
                  12-13, 2006},
  series       = {{JMLR} Proceedings},
  volume       = {1},
  publisher    = {JMLR.org},
  year         = {2007},
  url          = {http://proceedings.mlr.press/v1/},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/2006gpp.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/RattrayLSML06,
  author       = {Magnus Rattray and
                  Xuejun Liu and
                  Guido Sanguinetti and
                  Marta Milo and
                  Neil D. Lawrence},
  title        = {Propagating uncertainty in microarray data analysis},
  journal      = {Briefings Bioinform.},
  volume       = {7},
  number       = {1},
  pages        = {37--47},
  year         = {2006},
  url          = {https://doi.org/10.1093/bib/bbk003},
  doi          = {10.1093/BIB/BBK003},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bib/RattrayLSML06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/LiuMLR06,
  author       = {Xuejun Liu and
                  Marta Milo and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Probe-level measurement error improves accuracy in detecting differential
                  gene expression},
  journal      = {Bioinform.},
  volume       = {22},
  number       = {17},
  pages        = {2107--2113},
  year         = {2006},
  url          = {https://doi.org/10.1093/bioinformatics/btl361},
  doi          = {10.1093/BIOINFORMATICS/BTL361},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/LiuMLR06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/SanguinettiLR06,
  author       = {Guido Sanguinetti and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {Probabilistic inference of transcription factor concentrations and
                  gene-specific regulatory activities},
  journal      = {Bioinform.},
  volume       = {22},
  number       = {22},
  pages        = {2775--2781},
  year         = {2006},
  url          = {https://doi.org/10.1093/bioinformatics/btl473},
  doi          = {10.1093/BIOINFORMATICS/BTL473},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/SanguinettiLR06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/SanguinettiRL06,
  author       = {Guido Sanguinetti and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {A probabilistic dynamical model for quantitative inference of the
                  regulatory mechanism of transcription},
  journal      = {Bioinform.},
  volume       = {22},
  number       = {14},
  pages        = {1753--1759},
  year         = {2006},
  url          = {https://doi.org/10.1093/bioinformatics/btl154},
  doi          = {10.1093/BIOINFORMATICS/BTL154},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/SanguinettiRL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/CentenoL06,
  author       = {Tonatiuh Pe{\~{n}}a Centeno and
                  Neil D. Lawrence},
  title        = {Optimising Kernel Parameters and Regularisation Coefficients for Non-linear
                  Discriminant Analysis},
  journal      = {J. Mach. Learn. Res.},
  volume       = {7},
  pages        = {455--491},
  year         = {2006},
  url          = {http://jmlr.org/papers/v7/centeno06a.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/CentenoL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cmsb/SanguinettiRL06,
  author       = {Guido Sanguinetti and
                  Magnus Rattray and
                  Neil D. Lawrence},
  editor       = {Corrado Priami},
  title        = {Identifying Submodules of Cellular Regulatory Networks},
  booktitle    = {Computational Methods in Systems Biology, International Conference,
                  {CMSB} 2006, Trento, Italy, October 18-19, 2006, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4210},
  pages        = {155--168},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/11885191\_11},
  doi          = {10.1007/11885191\_11},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cmsb/SanguinettiRL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/KingL06,
  author       = {Nathaniel John King and
                  Neil D. Lawrence},
  editor       = {Johannes F{\"{u}}rnkranz and
                  Tobias Scheffer and
                  Myra Spiliopoulou},
  title        = {Fast Variational Inference for Gaussian Process Models Through KL-Correction},
  booktitle    = {Machine Learning: {ECML} 2006, 17th European Conference on Machine
                  Learning, Berlin, Germany, September 18-22, 2006, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4212},
  pages        = {270--281},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/11871842\_28},
  doi          = {10.1007/11871842\_28},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/KingL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/SanguinettiL06,
  author       = {Guido Sanguinetti and
                  Neil D. Lawrence},
  editor       = {Johannes F{\"{u}}rnkranz and
                  Tobias Scheffer and
                  Myra Spiliopoulou},
  title        = {Missing Data in Kernel {PCA}},
  booktitle    = {Machine Learning: {ECML} 2006, 17th European Conference on Machine
                  Learning, Berlin, Germany, September 18-22, 2006, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4212},
  pages        = {751--758},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/11871842\_76},
  doi          = {10.1007/11871842\_76},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecml/SanguinettiL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LawrenceC06,
  author       = {Neil D. Lawrence and
                  Joaquin Qui{\~{n}}onero Candela},
  editor       = {William W. Cohen and
                  Andrew W. Moore},
  title        = {Local distance preservation in the {GP-LVM} through back constraints},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Third International Conference
                  {(ICML} 2006), Pittsburgh, Pennsylvania, USA, June 25-29, 2006},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {148},
  pages        = {513--520},
  publisher    = {{ACM}},
  year         = {2006},
  url          = {https://doi.org/10.1145/1143844.1143909},
  doi          = {10.1145/1143844.1143909},
  timestamp    = {Tue, 19 Nov 2019 09:25:06 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/LawrenceC06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LawrenceSR06,
  author       = {Neil D. Lawrence and
                  Guido Sanguinetti and
                  Magnus Rattray},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {Modelling transcriptional regulation using Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {785--792},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/f42c7f9c8aeab0fc412031e192e2119d-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LawrenceSR06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/mit/06/LawrenceJ06,
  author       = {Neil D. Lawrence and
                  Michael I. Jordan},
  editor       = {Olivier Chapelle and
                  Bernhard Sch{\"{o}}lkopf and
                  Alexander Zien},
  title        = {Gaussian Processes and the Null-Category Noise Model},
  booktitle    = {Semi-Supervised Learning},
  pages        = {136--150},
  publisher    = {The {MIT} Press},
  year         = {2006},
  url          = {https://doi.org/10.7551/mitpress/9780262033589.003.0008},
  doi          = {10.7551/MITPRESS/9780262033589.003.0008},
  timestamp    = {Mon, 16 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/mit/06/LawrenceJ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/LiuMLR05,
  author       = {Xuejun Liu and
                  Marta Milo and
                  Neil D. Lawrence and
                  Magnus Rattray},
  title        = {A tractable probabilistic model for Affymetrix probe-level analysis
                  across multiple chips},
  journal      = {Bioinform.},
  volume       = {21},
  number       = {18},
  pages        = {3637--3644},
  year         = {2005},
  url          = {https://doi.org/10.1093/bioinformatics/bti583},
  doi          = {10.1093/BIOINFORMATICS/BTI583},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/LiuMLR05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/SanguinettiMRL05,
  author       = {Guido Sanguinetti and
                  Marta Milo and
                  Magnus Rattray and
                  Neil D. Lawrence},
  title        = {Accounting for probe-level noise in principal component analysis of
                  microarray data},
  journal      = {Bioinform.},
  volume       = {21},
  number       = {19},
  pages        = {3748--3754},
  year         = {2005},
  url          = {https://doi.org/10.1093/bioinformatics/bti617},
  doi          = {10.1093/BIOINFORMATICS/BTI617},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/SanguinettiMRL05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/TippingL05,
  author       = {Michael E. Tipping and
                  Neil D. Lawrence},
  title        = {Variational inference for Student-\emph{t} models: Robust Bayesian
                  interpolation and generalised component analysis},
  journal      = {Neurocomputing},
  volume       = {69},
  number       = {1-3},
  pages        = {123--141},
  year         = {2005},
  url          = {https://doi.org/10.1016/j.neucom.2005.02.016},
  doi          = {10.1016/J.NEUCOM.2005.02.016},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijon/TippingL05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/Lawrence05,
  author       = {Neil D. Lawrence},
  title        = {Probabilistic Non-linear Principal Component Analysis with Gaussian
                  Process Latent Variable Models},
  journal      = {J. Mach. Learn. Res.},
  volume       = {6},
  pages        = {1783--1816},
  year         = {2005},
  url          = {http://jmlr.org/papers/v6/lawrence05a.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Lawrence05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/interspeech/HifnyRL05,
  author       = {Yasser Hifny and
                  Steve Renals and
                  Neil D. Lawrence},
  title        = {A hybrid Maxent/HMM based {ASR} system},
  booktitle    = {{INTERSPEECH} 2005 - Eurospeech, 9th European Conference on Speech
                  Communication and Technology, Lisbon, Portugal, September 4-8, 2005},
  pages        = {3017--3020},
  publisher    = {{ISCA}},
  year         = {2005},
  url          = {https://doi.org/10.21437/Interspeech.2005-143},
  doi          = {10.21437/INTERSPEECH.2005-143},
  timestamp    = {Thu, 22 Jun 2023 16:42:16 +0200},
  biburl       = {https://dblp.org/rec/conf/interspeech/HifnyRL05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dsmml/2004,
  editor       = {Joab R. Winkler and
                  Mahesan Niranjan and
                  Neil D. Lawrence},
  title        = {Deterministic and Statistical Methods in Machine Learning, First International
                  Workshop, Sheffield, UK, September 7-10, 2004, Revised Lectures},
  series       = {Lecture Notes in Computer Science},
  volume       = {3635},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11559887},
  doi          = {10.1007/11559887},
  isbn         = {3-540-29073-7},
  timestamp    = {Thu, 26 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/dsmml/2004.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/LawrenceMNRS04,
  author       = {Neil D. Lawrence and
                  Marta Milo and
                  Mahesan Niranjan and
                  Penny Rashbass and
                  Stephan Soullier},
  title        = {Reducing the variability in cDNA microarray image processing by Bayesian
                  inference},
  journal      = {Bioinform.},
  volume       = {20},
  number       = {4},
  pages        = {518--526},
  year         = {2004},
  url          = {https://doi.org/10.1093/bioinformatics/btg438},
  doi          = {10.1093/BIOINFORMATICS/BTG438},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/LawrenceMNRS04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsmml/LawrencePJ04,
  author       = {Neil D. Lawrence and
                  John C. Platt and
                  Michael I. Jordan},
  editor       = {Joab R. Winkler and
                  Mahesan Niranjan and
                  Neil D. Lawrence},
  title        = {Extensions of the Informative Vector Machine},
  booktitle    = {Deterministic and Statistical Methods in Machine Learning, First International
                  Workshop, Sheffield, UK, September 7-10, 2004, Revised Lectures},
  series       = {Lecture Notes in Computer Science},
  volume       = {3635},
  pages        = {56--87},
  publisher    = {Springer},
  year         = {2004},
  url          = {https://doi.org/10.1007/11559887\_4},
  doi          = {10.1007/11559887\_4},
  timestamp    = {Sat, 05 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dsmml/LawrencePJ04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/Abdel-HaleemRL04,
  author       = {Yasser H. Abdel{-}Haleem and
                  Steve Renals and
                  Neil D. Lawrence},
  title        = {Acoustic space dimensionality selection and combination using the
                  maximum entropy principle},
  booktitle    = {2004 {IEEE} International Conference on Acoustics, Speech, and Signal
                  Processing, {ICASSP} 2004, Montreal, Quebec, Canada, May 17-21, 2004},
  pages        = {637--640},
  publisher    = {{IEEE}},
  year         = {2004},
  url          = {https://doi.org/10.1109/ICASSP.2004.1327191},
  doi          = {10.1109/ICASSP.2004.1327191},
  timestamp    = {Mon, 22 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icassp/Abdel-HaleemRL04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LawrenceP04,
  author       = {Neil D. Lawrence and
                  John C. Platt},
  editor       = {Carla E. Brodley},
  title        = {Learning to learn with the informative vector machine},
  booktitle    = {Machine Learning, Proceedings of the Twenty-first International Conference
                  {(ICML} 2004), Banff, Alberta, Canada, July 4-8, 2004},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {69},
  publisher    = {{ACM}},
  year         = {2004},
  url          = {https://doi.org/10.1145/1015330.1015382},
  doi          = {10.1145/1015330.1015382},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/LawrenceP04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LawrenceJ04,
  author       = {Neil D. Lawrence and
                  Michael I. Jordan},
  title        = {Semi-supervised Learning via Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 17 [Neural Information
                  Processing Systems, {NIPS} 2004, December 13-18, 2004, Vancouver,
                  British Columbia, Canada]},
  pages        = {753--760},
  year         = {2004},
  url          = {https://proceedings.neurips.cc/paper/2004/hash/d3fad7d3634dbfb61018813546edbccb-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LawrenceJ04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SeegerWL03,
  author       = {Matthias W. Seeger and
                  Christopher K. I. Williams and
                  Neil D. Lawrence},
  editor       = {Christopher M. Bishop and
                  Brendan J. Frey},
  title        = {Fast Forward Selection to Speed Up Sparse Gaussian Process Regression},
  booktitle    = {Proceedings of the Ninth International Workshop on Artificial Intelligence
                  and Statistics, {AISTATS} 2003, Key West, Florida, USA, January 3-6,
                  2003},
  publisher    = {Society for Artificial Intelligence and Statistics},
  year         = {2003},
  url          = {http://research.microsoft.com/en-us/um/cambridge/events/aistats2003/proceedings/176.pdf},
  timestamp    = {Wed, 06 May 2015 20:33:21 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/SeegerWL03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/VermaakLP03,
  author       = {Jaco Vermaak and
                  Neil D. Lawrence and
                  Patrick P{\'{e}}rez},
  title        = {Variational Inference for Visual Tracking},
  booktitle    = {2003 {IEEE} Computer Society Conference on Computer Vision and Pattern
                  Recognition {(CVPR} 2003), 16-22 June 2003, Madison, WI, {USA}},
  pages        = {773--780},
  publisher    = {{IEEE} Computer Society},
  year         = {2003},
  url          = {https://doi.org/10.1109/CVPR.2003.1211431},
  doi          = {10.1109/CVPR.2003.1211431},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/VermaakLP03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Lawrence03,
  author       = {Neil D. Lawrence},
  editor       = {Sebastian Thrun and
                  Lawrence K. Saul and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Gaussian Process Latent Variable Models for Visualisation of High
                  Dimensional Data},
  booktitle    = {Advances in Neural Information Processing Systems 16 [Neural Information
                  Processing Systems, {NIPS} 2003, December 8-13, 2003, Vancouver and
                  Whistler, British Columbia, Canada]},
  pages        = {329--336},
  publisher    = {{MIT} Press},
  year         = {2003},
  url          = {https://proceedings.neurips.cc/paper/2003/hash/9657c1fffd38824e5ab0472e022e577e-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/Lawrence03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nnsp/LawrenceMNRS03,
  author       = {Neil D. Lawrence and
                  Marta Milo and
                  Mahesan Niranjan and
                  Penny Rashbass and
                  Stephan Soullier},
  title        = {Bayesian processing of microarray images},
  booktitle    = {{NNSP} 2003, {IEEE} {XIII} Workshop on Neural Networks for Signal
                  Processing, Toulouse, France, September 17-19, 2003},
  pages        = {71--80},
  publisher    = {{IEEE}},
  year         = {2003},
  url          = {https://doi.org/10.1109/NNSP.2003.1318005},
  doi          = {10.1109/NNSP.2003.1318005},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nnsp/LawrenceMNRS03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nnsp/TippingL03,
  author       = {Michael E. Tipping and
                  Neil D. Lawrence},
  title        = {A variational approach to robust Bayesian interpolation},
  booktitle    = {{NNSP} 2003, {IEEE} {XIII} Workshop on Neural Networks for Signal
                  Processing, Toulouse, France, September 17-19, 2003},
  pages        = {229--238},
  publisher    = {{IEEE}},
  year         = {2003},
  url          = {https://doi.org/10.1109/NNSP.2003.1318022},
  doi          = {10.1109/NNSP.2003.1318022},
  timestamp    = {Tue, 23 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nnsp/TippingL03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LawrenceSH02,
  author       = {Neil D. Lawrence and
                  Matthias W. Seeger and
                  Ralf Herbrich},
  editor       = {Suzanna Becker and
                  Sebastian Thrun and
                  Klaus Obermayer},
  title        = {Fast Sparse Gaussian Process Methods: The Informative Vector Machine},
  booktitle    = {Advances in Neural Information Processing Systems 15 [Neural Information
                  Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
                  Columbia, Canada]},
  pages        = {609--616},
  publisher    = {{MIT} Press},
  year         = {2002},
  url          = {https://proceedings.neurips.cc/paper/2002/hash/d4dd111a4fd973394238aca5c05bebe3-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LawrenceSH02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/LernerL01,
  author       = {Boaz Lerner and
                  Neil D. Lawrence},
  title        = {A Comparison of State-of-the-Art Classification Techniques with Application
                  to Cytogenetics},
  journal      = {Neural Comput. Appl.},
  volume       = {10},
  number       = {1},
  pages        = {39--47},
  year         = {2001},
  url          = {https://doi.org/10.1007/s005210170016},
  doi          = {10.1007/S005210170016},
  timestamp    = {Thu, 10 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nca/LernerL01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/Lawrence01,
  author       = {Neil D. Lawrence},
  editor       = {Thomas S. Richardson and
                  Tommi S. Jaakkola},
  title        = {Variational Learning for Multi-Layer Networks of Linear Threshold
                  Units},
  booktitle    = {Proceedings of the Eighth International Workshop on Artificial Intelligence
                  and Statistics, {AISTATS} 2001, Key West, Florida, USA, January 4-7,
                  2001},
  publisher    = {Society for Artificial Intelligence and Statistics},
  year         = {2001},
  url          = {http://www.gatsby.ucl.ac.uk/aistats/aistats2001/files/lawrence141.pdf},
  timestamp    = {Thu, 21 Jun 2018 07:20:57 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/Lawrence01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hotos/RowstronLB01,
  author       = {Antony I. T. Rowstron and
                  Neil D. Lawrence and
                  Christopher M. Bishop},
  title        = {Probabilistic Modelling of Replica Divergence},
  booktitle    = {Proceedings of HotOS-VIII: 8th Workshop on Hot Topics in Operating
                  Systems, May 20-23, 2001, Elmau/Oberbayern, Germany},
  pages        = {55--60},
  publisher    = {{IEEE} Computer Society},
  year         = {2001},
  url          = {https://doi.org/10.1109/HOTOS.2001.990061},
  doi          = {10.1109/HOTOS.2001.990061},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/hotos/RowstronLB01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LawrenceS01,
  author       = {Neil D. Lawrence and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Carla E. Brodley and
                  Andrea Pohoreckyj Danyluk},
  title        = {Estimating a Kernel Fisher Discriminant in the Presence of Label Noise},
  booktitle    = {Proceedings of the Eighteenth International Conference on Machine
                  Learning {(ICML} 2001), Williams College, Williamstown, MA, USA, June
                  28 - July 1, 2001},
  pages        = {306--313},
  publisher    = {Morgan Kaufmann},
  year         = {2001},
  timestamp    = {Wed, 27 Nov 2002 10:53:35 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/LawrenceS01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LawrenceRBT01,
  author       = {Neil D. Lawrence and
                  Antony I. T. Rowstron and
                  Christopher M. Bishop and
                  M. J. Taylor},
  editor       = {Thomas G. Dietterich and
                  Suzanna Becker and
                  Zoubin Ghahramani},
  title        = {Optimising Synchronisation Times for Mobile Devices},
  booktitle    = {Advances in Neural Information Processing Systems 14 [Neural Information
                  Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
                  2001, Vancouver, British Columbia, Canada]},
  pages        = {1401--1408},
  publisher    = {{MIT} Press},
  year         = {2001},
  url          = {https://proceedings.neurips.cc/paper/2001/hash/253614bbac999b38b5b60cae531c4969-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LawrenceRBT01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wirn/Lawrence01,
  author       = {Neil D. Lawrence},
  editor       = {Roberto Tagliaferri and
                  Maria Marinaro},
  title        = {Note Relevance Determination},
  booktitle    = {Proceedings of the 12th Italian Workshop on Neural Nets, {WIRN} {VIETRI}
                  2001, Vietri sul Mare, Salerno, Italy, May 17-19, 2001},
  series       = {Perspectives in Neural Computing},
  pages        = {128--133},
  publisher    = {Springer},
  year         = {2001},
  url          = {https://doi.org/10.1007/978-1-4471-0219-9\_11},
  doi          = {10.1007/978-1-4471-0219-9\_11},
  timestamp    = {Mon, 15 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/wirn/Lawrence01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/LawrenceBJ98,
  author       = {Neil D. Lawrence and
                  Christopher M. Bishop and
                  Michael I. Jordan},
  editor       = {Gregory F. Cooper and
                  Seraf{\'{\i}}n Moral},
  title        = {Mixture Representations for Inference and Learning in Boltzmann Machines},
  booktitle    = {{UAI} '98: Proceedings of the Fourteenth Conference on Uncertainty
                  in Artificial Intelligence, University of Wisconsin Business School,
                  Madison, Wisconsin, USA, July 24-26, 1998},
  pages        = {320--327},
  publisher    = {Morgan Kaufmann},
  year         = {1998},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=263\&proceeding\_id=14},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/LawrenceBJ98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BishopLJJ97,
  author       = {Christopher M. Bishop and
                  Neil D. Lawrence and
                  Tommi S. Jaakkola and
                  Michael I. Jordan},
  editor       = {Michael I. Jordan and
                  Michael J. Kearns and
                  Sara A. Solla},
  title        = {Approximating Posterior Distributions in Belief Networks Using Mixtures},
  booktitle    = {Advances in Neural Information Processing Systems 10, {[NIPS} Conference,
                  Denver, Colorado, USA, 1997]},
  pages        = {416--422},
  publisher    = {The {MIT} Press},
  year         = {1997},
  url          = {http://papers.nips.cc/paper/1392-approximating-posterior-distributions-in-belief-networks-using-mixtures},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BishopLJJ97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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