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ORCIDBibTeX records: Dragi Kocev
@article{DBLP:journals/lgrs/DimitrovskiKSK24,
author = {Ivica Dimitrovski and
Ivan Kitanovski and
Nikola Simidjievski and
Dragi Kocev},
title = {In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene
Classification},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {21},
pages = {1--5},
year = {2024},
url = {https://doi.org/10.1109/LGRS.2024.3352926},
doi = {10.1109/LGRS.2024.3352926},
timestamp = {Thu, 29 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/DimitrovskiKSK24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/PetkovicDK23,
author = {Matej Petkovic and
Saso Dzeroski and
Dragi Kocev},
title = {Feature ranking for semi-supervised learning},
journal = {Mach. Learn.},
volume = {112},
number = {11},
pages = {4379--4408},
year = {2023},
url = {https://doi.org/10.1007/s10994-022-06181-0},
doi = {10.1007/S10994-022-06181-0},
timestamp = {Thu, 09 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/PetkovicDK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/StoimchevKD23,
author = {Marjan Stoimchev and
Dragi Kocev and
Saso Dzeroski},
title = {Deep Network Architectures as Feature Extractors for Multi-Label Classification
of Remote Sensing Images},
journal = {Remote. Sens.},
volume = {15},
number = {2},
pages = {538},
year = {2023},
url = {https://doi.org/10.3390/rs15020538},
doi = {10.3390/RS15020538},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/remotesensing/StoimchevKD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/DimitrovskiKPKSK23,
author = {Ivica Dimitrovski and
Ivan Kitanovski and
Pance Panov and
Ana Kostovska and
Nikola Simidjievski and
Dragi Kocev},
title = {AiTLAS: Artificial Intelligence Toolbox for Earth Observation},
journal = {Remote. Sens.},
volume = {15},
number = {9},
pages = {2343},
year = {2023},
url = {https://doi.org/10.3390/rs15092343},
doi = {10.3390/RS15092343},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/remotesensing/DimitrovskiKPKSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/softx/PetkovicLKBD23,
author = {Matej Petkovic and
Jurica Levatic and
Dragi Kocev and
Martin Breskvar and
Saso Dzeroski},
title = {CLUSplus: {A} decision tree-based framework for predicting structured
outputs},
journal = {SoftwareX},
volume = {24},
pages = {101526},
year = {2023},
url = {https://doi.org/10.1016/j.softx.2023.101526},
doi = {10.1016/J.SOFTX.2023.101526},
timestamp = {Thu, 25 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/softx/PetkovicLKBD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-01645,
author = {Ivica Dimitrovski and
Ivan Kitanovski and
Nikola Simidjievski and
Dragi Kocev},
title = {In-Domain Self-Supervised Learning Can Lead to Improvements in Remote
Sensing Image Classification},
journal = {CoRR},
volume = {abs/2307.01645},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.01645},
doi = {10.48550/ARXIV.2307.01645},
eprinttype = {arXiv},
eprint = {2307.01645},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-01645.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/BogatinovskiTDK22,
author = {Jasmin Bogatinovski and
Ljupco Todorovski and
Saso Dzeroski and
Dragi Kocev},
title = {Comprehensive comparative study of multi-label classification methods},
journal = {Expert Syst. Appl.},
volume = {203},
pages = {117215},
year = {2022},
url = {https://doi.org/10.1016/j.eswa.2022.117215},
doi = {10.1016/J.ESWA.2022.117215},
timestamp = {Wed, 27 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/BogatinovskiTDK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijis/BogatinovskiTDK22,
author = {Jasmin Bogatinovski and
Ljupco Todorovski and
Saso Dzeroski and
Dragi Kocev},
title = {Explaining the performance of multilabel classification methods with
data set properties},
journal = {Int. J. Intell. Syst.},
volume = {37},
number = {9},
pages = {6080--6122},
year = {2022},
url = {https://doi.org/10.1002/int.22835},
doi = {10.1002/INT.22835},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijis/BogatinovskiTDK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/MerdjanovskaKKD22,
author = {Elena Merdjanovska and
Ivan Kitanovski and
Ziga Kokalj and
Ivica Dimitrovski and
Dragi Kocev},
title = {Crop Type Prediction Across Countries and Years: Slovenia, Denmark
and the Netherlands},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2022, Kuala Lumpur, Malaysia, July 17-22, 2022},
pages = {5945--5948},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IGARSS46834.2022.9884623},
doi = {10.1109/IGARSS46834.2022.9884623},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/MerdjanovskaKKD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/KostovskaDDKPE22,
author = {Ana Kostovska and
Carola Doerr and
Saso Dzeroski and
Dragi Kocev and
Pance Panov and
Tome Eftimov},
editor = {Hisao Ishibuchi and
Chee{-}Keong Kwoh and
Ah{-}Hwee Tan and
Dipti Srinivasan and
Chunyan Miao and
Anupam Trivedi and
Keeley A. Crockett},
title = {Explainable Model-specific Algorithm Selection for Multi-Label Classification},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2022,
Singapore, December 4-7, 2022},
pages = {39--46},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/SSCI51031.2022.10022177},
doi = {10.1109/SSCI51031.2022.10022177},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/KostovskaDDKPE22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-08789,
author = {Ivica Dimitrovski and
Ivan Kitanovski and
Pance Panov and
Nikola Simidjievski and
Dragi Kocev},
title = {AiTLAS: Artificial Intelligence Toolbox for Earth Observation},
journal = {CoRR},
volume = {abs/2201.08789},
year = {2022},
url = {https://arxiv.org/abs/2201.08789},
eprinttype = {arXiv},
eprint = {2201.08789},
timestamp = {Tue, 01 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-08789.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-07189,
author = {Ivica Dimitrovski and
Ivan Kitanovski and
Dragi Kocev and
Nikola Simidjievski},
title = {Current Trends in Deep Learning for Earth Observation: An Open-source
Benchmark Arena for Image Classification},
journal = {CoRR},
volume = {abs/2207.07189},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.07189},
doi = {10.48550/ARXIV.2207.07189},
eprinttype = {arXiv},
eprint = {2207.07189},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-07189.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-09237,
author = {Jurica Levatic and
Michelangelo Ceci and
Dragi Kocev and
Saso Dzeroski},
title = {Semi-supervised Predictive Clustering Trees for (Hierarchical) Multi-label
Classification},
journal = {CoRR},
volume = {abs/2207.09237},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.09237},
doi = {10.48550/ARXIV.2207.09237},
eprinttype = {arXiv},
eprint = {2207.09237},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-09237.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-03163,
author = {Dragi Kocev and
Nikola Simidjievski and
Ana Kostovska and
Ivica Dimitrovski and
Ziga Kokalj},
title = {Discover the Mysteries of the Maya: Selected Contributions from the
Machine Learning Challenge {\&} The Discovery Challenge Workshop
at {ECML} {PKDD} 2021},
journal = {CoRR},
volume = {abs/2208.03163},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.03163},
doi = {10.48550/ARXIV.2208.03163},
eprinttype = {arXiv},
eprint = {2208.03163},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-03163.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-11227,
author = {Ana Kostovska and
Carola Doerr and
Saso Dzeroski and
Dragi Kocev and
Pance Panov and
Tome Eftimov},
title = {Explainable Model-specific Algorithm Selection for Multi-Label Classification},
journal = {CoRR},
volume = {abs/2211.11227},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.11227},
doi = {10.48550/ARXIV.2211.11227},
eprinttype = {arXiv},
eprint = {2211.11227},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-11227.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-12757,
author = {Ana Kostovska and
Jasmin Bogatinovski and
Andrej Treven and
Saso Dzeroski and
Dragi Kocev and
Pance Panov},
title = {FAIRification of {MLC} data},
journal = {CoRR},
volume = {abs/2211.12757},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.12757},
doi = {10.48550/ARXIV.2211.12757},
eprinttype = {arXiv},
eprint = {2211.12757},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-12757.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/PetkovicSKS21,
author = {Matej Petkovic and
Blaz Skrlj and
Dragi Kocev and
Nikola Simidjievski},
title = {Fuzzy Jaccard Index: {A} robust comparison of ordered lists},
journal = {Appl. Soft Comput.},
volume = {113},
number = {Part},
pages = {107849},
year = {2021},
url = {https://doi.org/10.1016/j.asoc.2021.107849},
doi = {10.1016/J.ASOC.2021.107849},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/asc/PetkovicSKS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bdr/EftimovPPK21,
author = {Tome Eftimov and
Bibek Paudel and
Gorjan Popovski and
Dragi Kocev},
title = {A Framework for Evaluating Personalized Ranking Systems by Fusing
Different Evaluation Measures},
journal = {Big Data Res.},
volume = {25},
pages = {100211},
year = {2021},
url = {https://doi.org/10.1016/j.bdr.2021.100211},
doi = {10.1016/J.BDR.2021.100211},
timestamp = {Tue, 05 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bdr/EftimovPPK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/PetkovicSKD21,
author = {Matej Petkovic and
Ivica Slavkov and
Dragi Kocev and
Saso Dzeroski},
title = {Biomarker discovery by feature ranking: Evaluation on a case study
of embryonal tumors},
journal = {Comput. Biol. Medicine},
volume = {128},
pages = {104143},
year = {2021},
url = {https://doi.org/10.1016/j.compbiomed.2020.104143},
doi = {10.1016/J.COMPBIOMED.2020.104143},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/PetkovicSKD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/StepisnikSWK21,
author = {Tomaz Stepisnik and
Blaz Skrlj and
J{\"{o}}rg Wicker and
Dragi Kocev},
title = {A comprehensive comparison of molecular feature representations for
use in predictive modeling},
journal = {Comput. Biol. Medicine},
volume = {130},
pages = {104197},
year = {2021},
url = {https://doi.org/10.1016/j.compbiomed.2020.104197},
doi = {10.1016/J.COMPBIOMED.2020.104197},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/StepisnikSWK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ecoi/NikoloskiKLWD21,
author = {Stevanche Nikoloski and
Dragi Kocev and
Jurica Levatic and
David P. Wall and
Saso Dzeroski},
title = {Exploiting partially-labeled data in learning predictive clustering
trees for multi-target regression: {A} case study of water quality
assessment in Ireland},
journal = {Ecol. Informatics},
volume = {61},
pages = {101161},
year = {2021},
url = {https://doi.org/10.1016/j.ecoinf.2020.101161},
doi = {10.1016/J.ECOINF.2020.101161},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ecoi/NikoloskiKLWD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijis/PetkovicKSD21,
author = {Matej Petkovic and
Dragi Kocev and
Blaz Skrlj and
Saso Dzeroski},
title = {Ensemble- and distance-based feature ranking for unsupervised learning},
journal = {Int. J. Intell. Syst.},
volume = {36},
number = {7},
pages = {3068--3086},
year = {2021},
url = {https://doi.org/10.1002/int.22390},
doi = {10.1002/INT.22390},
timestamp = {Thu, 05 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijis/PetkovicKSD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/StepisnikK21,
author = {Tomaz Stepisnik and
Dragi Kocev},
title = {Oblique predictive clustering trees},
journal = {Knowl. Based Syst.},
volume = {227},
pages = {107228},
year = {2021},
url = {https://doi.org/10.1016/j.knosys.2021.107228},
doi = {10.1016/J.KNOSYS.2021.107228},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kbs/StepisnikK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/peerj-cs/StepisnikK21,
author = {Tomaz Stepisnik and
Dragi Kocev},
title = {Semi-supervised oblique predictive clustering trees},
journal = {PeerJ Comput. Sci.},
volume = {7},
pages = {e506},
year = {2021},
url = {https://doi.org/10.7717/peerj-cs.506},
doi = {10.7717/PEERJ-CS.506},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/peerj-cs/StepisnikK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-07113,
author = {Jasmin Bogatinovski and
Ljupco Todorovski and
Saso Dzeroski and
Dragi Kocev},
title = {Comprehensive Comparative Study of Multi-Label Classification Methods},
journal = {CoRR},
volume = {abs/2102.07113},
year = {2021},
url = {https://arxiv.org/abs/2102.07113},
eprinttype = {arXiv},
eprint = {2102.07113},
timestamp = {Thu, 18 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-07113.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-15411,
author = {Jasmin Bogatinovski and
Ljupco Todorovski and
Saso Dzeroski and
Dragi Kocev},
title = {Explaining the Performance of Multi-label Classification Methods with
Data Set Properties},
journal = {CoRR},
volume = {abs/2106.15411},
year = {2021},
url = {https://arxiv.org/abs/2106.15411},
eprinttype = {arXiv},
eprint = {2106.15411},
timestamp = {Mon, 05 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-15411.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-01407,
author = {Ana Kostovska and
Matej Petkovic and
Tomaz Stepisnik and
Luke Lucas and
Timothy Finn and
Jos{\'{e}} Antonio Mart{\'{\i}}nez Heras and
Pance Panov and
Saso Dzeroski and
Alessandro Donati and
Nikola Simidjievski and
Dragi Kocev},
title = {GalaxAI: Machine learning toolbox for interpretable analysis of spacecraft
telemetry data},
journal = {CoRR},
volume = {abs/2108.01407},
year = {2021},
url = {https://arxiv.org/abs/2108.01407},
eprinttype = {arXiv},
eprint = {2108.01407},
timestamp = {Sat, 04 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-01407.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-02067,
author = {Matej Petkovic and
Luke Lucas and
Tomaz Stepisnik and
Pance Panov and
Nikola Simidjievski and
Dragi Kocev},
title = {Discovering outliers in the Mars Express thermal power consumption
patterns},
journal = {CoRR},
volume = {abs/2108.02067},
year = {2021},
url = {https://arxiv.org/abs/2108.02067},
eprinttype = {arXiv},
eprint = {2108.02067},
timestamp = {Thu, 05 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-02067.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/comsis/StepisnikODK20,
author = {Tomaz Stepisnik and
Aljaz Osojnik and
Saso Dzeroski and
Dragi Kocev},
title = {Option predictive clustering trees for multi-target regression},
journal = {Comput. Sci. Inf. Syst.},
volume = {17},
number = {2},
pages = {459--486},
year = {2020},
url = {https://doi.org/10.2298/CSIS190928006S},
doi = {10.2298/CSIS190928006S},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/comsis/StepisnikODK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/LevaticCSDK20,
author = {Jurica Levatic and
Michelangelo Ceci and
Tomaz Stepisnik and
Saso Dzeroski and
Dragi Kocev},
title = {Semi-supervised regression trees with application to {QSAR} modelling},
journal = {Expert Syst. Appl.},
volume = {158},
pages = {113569},
year = {2020},
url = {https://doi.org/10.1016/j.eswa.2020.113569},
doi = {10.1016/J.ESWA.2020.113569},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/LevaticCSDK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/PetkovicKD20,
author = {Matej Petkovic and
Dragi Kocev and
Saso Dzeroski},
title = {Feature ranking for multi-target regression},
journal = {Mach. Learn.},
volume = {109},
number = {6},
pages = {1179--1204},
year = {2020},
url = {https://doi.org/10.1007/s10994-019-05829-8},
doi = {10.1007/S10994-019-05829-8},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/PetkovicKD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/PetkovicDK20,
author = {Matej Petkovic and
Saso Dzeroski and
Dragi Kocev},
title = {Multi-label feature ranking with ensemble methods},
journal = {Mach. Learn.},
volume = {109},
number = {11},
pages = {2141--2159},
year = {2020},
url = {https://doi.org/10.1007/s10994-020-05908-1},
doi = {10.1007/S10994-020-05908-1},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/PetkovicDK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KocevCS20,
author = {Dragi Kocev and
Michelangelo Ceci and
Tomaz Stepisnik},
title = {Ensembles of extremely randomized predictive clustering trees for
predicting structured outputs},
journal = {Mach. Learn.},
volume = {109},
number = {11},
pages = {2213--2241},
year = {2020},
url = {https://doi.org/10.1007/s10994-020-05894-4},
doi = {10.1007/S10994-020-05894-4},
timestamp = {Sat, 14 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/KocevCS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/peerj-cs/SlavkovPGKD20,
author = {Ivica Slavkov and
Matej Petkovic and
Pierre Geurts and
Dragi Kocev and
Saso Dzeroski},
title = {Error curves for evaluating the quality of feature rankings},
journal = {PeerJ Comput. Sci.},
volume = {6},
pages = {e310},
year = {2020},
url = {https://doi.org/10.7717/peerj-cs.310},
doi = {10.7717/PEERJ-CS.310},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/peerj-cs/SlavkovPGKD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/EftimovPKK20,
author = {Tome Eftimov and
Gorjan Popovski and
Dragi Kocev and
Peter Korosec},
editor = {Carlos Artemio Coello Coello},
title = {Performance2vec: a step further in explainable stochastic optimization
algorithm performance},
booktitle = {{GECCO} '20: Genetic and Evolutionary Computation Conference, Companion
Volume, Canc{\'{u}}n, Mexico, July 8-12, 2020},
pages = {193--194},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3377929.3390020},
doi = {10.1145/3377929.3390020},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/gecco/EftimovPKK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismis/StepisnikK20,
author = {Tomaz Stepisnik and
Dragi Kocev},
editor = {Denis Helic and
Gerhard Leitner and
Martin Stettinger and
Alexander Felfernig and
Zbigniew W. Ras},
title = {Hyperbolic Embeddings for Hierarchical Multi-label Classification},
booktitle = {Foundations of Intelligent Systems - 25th International Symposium,
{ISMIS} 2020, Graz, Austria, September 23-25, 2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12117},
pages = {66--76},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-59491-6\_7},
doi = {10.1007/978-3-030-59491-6\_7},
timestamp = {Wed, 07 Dec 2022 23:13:22 +0100},
biburl = {https://dblp.org/rec/conf/ismis/StepisnikK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismis/StepisnikK20a,
author = {Tomaz Stepisnik and
Dragi Kocev},
editor = {Denis Helic and
Gerhard Leitner and
Martin Stettinger and
Alexander Felfernig and
Zbigniew W. Ras},
title = {Multivariate Predictive Clustering Trees for Classification},
booktitle = {Foundations of Intelligent Systems - 25th International Symposium,
{ISMIS} 2020, Graz, Austria, September 23-25, 2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12117},
pages = {331--341},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-59491-6\_31},
doi = {10.1007/978-3-030-59491-6\_31},
timestamp = {Sat, 19 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ismis/StepisnikK20a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-13617,
author = {Tomaz Stepisnik and
Dragi Kocev},
title = {Oblique Predictive Clustering Trees},
journal = {CoRR},
volume = {abs/2007.13617},
year = {2020},
url = {https://arxiv.org/abs/2007.13617},
eprinttype = {arXiv},
eprint = {2007.13617},
timestamp = {Wed, 29 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-13617.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-02216,
author = {Matej Petkovic and
Blaz Skrlj and
Dragi Kocev and
Nikola Simidjievski},
title = {Fuzzy Jaccard Index: {A} robust comparison of ordered lists},
journal = {CoRR},
volume = {abs/2008.02216},
year = {2020},
url = {https://arxiv.org/abs/2008.02216},
eprinttype = {arXiv},
eprint = {2008.02216},
timestamp = {Fri, 07 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-02216.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-03937,
author = {Matej Petkovic and
Saso Dzeroski and
Dragi Kocev},
title = {Feature Ranking for Semi-supervised Learning},
journal = {CoRR},
volume = {abs/2008.03937},
year = {2020},
url = {https://arxiv.org/abs/2008.03937},
eprinttype = {arXiv},
eprint = {2008.03937},
timestamp = {Fri, 14 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-03937.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-11679,
author = {Matej Petkovic and
Dragi Kocev and
Blaz Skrlj and
Saso Dzeroski},
title = {Ensemble- and Distance-Based Feature Ranking for Unsupervised Learning},
journal = {CoRR},
volume = {abs/2011.11679},
year = {2020},
url = {https://arxiv.org/abs/2011.11679},
eprinttype = {arXiv},
eprint = {2011.11679},
timestamp = {Thu, 26 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2011-11679.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/NikoloskiKD19,
author = {Stevanche Nikoloski and
Dragi Kocev and
Saso Dzeroski},
title = {Data-Driven Structuring of the Output Space Improves the Performance
of Multi-Target Regressors},
journal = {{IEEE} Access},
volume = {7},
pages = {145177--145198},
year = {2019},
url = {https://doi.org/10.1109/ACCESS.2019.2945084},
doi = {10.1109/ACCESS.2019.2945084},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/NikoloskiKD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/MadjarovVDK19,
author = {Gjorgji Madjarov and
Vedrana Vidulin and
Ivica Dimitrovski and
Dragi Kocev},
title = {Web genre classification with methods for structured output prediction},
journal = {Inf. Sci.},
volume = {503},
pages = {551--573},
year = {2019},
url = {https://doi.org/10.1016/j.ins.2019.07.009},
doi = {10.1016/J.INS.2019.07.009},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/isci/MadjarovVDK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/EftimovK19,
author = {Tome Eftimov and
Dragi Kocev},
editor = {Andreas Martin and
Knut Hinkelmann and
Aurona Gerber and
Doug Lenat and
Frank van Harmelen and
Peter Clark},
title = {Performance Measures Fusion for Experimental Comparison of Methods
for Multi-label Classification},
booktitle = {Proceedings of the {AAAI} 2019 Spring Symposium on Combining Machine
Learning with Knowledge Engineering {(AAAI-MAKE} 2019) Stanford University,
Palo Alto, California, USA, March 25-27, 2019., Stanford University,
Palo Alto, California, USA, March 25-27, 2019},
series = {{CEUR} Workshop Proceedings},
volume = {2350},
publisher = {CEUR-WS.org},
year = {2019},
url = {https://ceur-ws.org/Vol-2350/paper17.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:39 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/EftimovK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/PaudelKE19,
author = {Bibek Paudel and
Dragi Kocev and
Tome Eftimov},
editor = {Chaitanya K. Baru and
Jun Huan and
Latifur Khan and
Xiaohua Hu and
Ronay Ak and
Yuanyuan Tian and
Roger S. Barga and
Carlo Zaniolo and
Kisung Lee and
Yanfang (Fanny) Ye},
title = {Mix and Rank: {A} Framework for Benchmarking Recommender Systems},
booktitle = {2019 {IEEE} International Conference on Big Data {(IEEE} BigData),
Los Angeles, CA, USA, December 9-12, 2019},
pages = {3717--3726},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/BigData47090.2019.9006199},
doi = {10.1109/BIGDATA47090.2019.9006199},
timestamp = {Tue, 18 Oct 2022 14:44:48 +0200},
biburl = {https://dblp.org/rec/conf/bigdataconf/PaudelKE19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/StevanoskiKODD19,
author = {Bozhidar Stevanoski and
Dragi Kocev and
Aljaz Osojnik and
Ivica Dimitrovski and
Saso Dzeroski},
editor = {Petra Kralj Novak and
Tomislav Smuc and
Saso Dzeroski},
title = {Predicting Thermal Power Consumption of the Mars Express Satellite
with Data Stream Mining},
booktitle = {Discovery Science - 22nd International Conference, {DS} 2019, Split,
Croatia, October 28-30, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11828},
pages = {186--201},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-33778-0\_16},
doi = {10.1007/978-3-030-33778-0\_16},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dis/StevanoskiKODD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/PetkovicDK19,
author = {Matej Petkovic and
Saso Dzeroski and
Dragi Kocev},
editor = {Petra Kralj Novak and
Tomislav Smuc and
Saso Dzeroski},
title = {Ensemble-Based Feature Ranking for Semi-supervised Classification},
booktitle = {Discovery Science - 22nd International Conference, {DS} 2019, Split,
Croatia, October 28-30, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11828},
pages = {290--305},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-33778-0\_23},
doi = {10.1007/978-3-030-33778-0\_23},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/PetkovicDK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mipro/BogatinovskiKR19,
author = {Jasmin Bogatinovski and
Dragi Kocev and
Aleksandra Rashkovska},
editor = {Marko Koricic and
Zeljko Butkovic and
Karolj Skala and
Zeljka Car and
Marina Cicin{-}Sain and
Snjezana Babic and
Vlado Sruk and
Dejan Skvorc and
Slobodan Ribaric and
Stjepan Gros and
Boris Vrdoljak and
Mladen Mauher and
Edvard Tijan and
Predrag Pale and
Darko Huljenic and
Tihana Galinac Grbac and
Matej Janjic},
title = {Feature Extraction for Heartbeat Classification in Single-Lead {ECG}},
booktitle = {42nd International Convention on Information and Communication Technology,
Electronics and Microelectronics, {MIPRO} 2019, Opatija, Croatia,
May 20-24, 2019},
pages = {320--325},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.23919/MIPRO.2019.8757135},
doi = {10.23919/MIPRO.2019.8757135},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mipro/BogatinovskiKR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/comsis/SlavkovKKD18,
author = {Ivica Slavkov and
Jana Karcheska and
Dragi Kocev and
Saso Dzeroski},
title = {HMC-ReliefF: Feature ranking for hierarchical multi-label classification},
journal = {Comput. Sci. Inf. Syst.},
volume = {15},
number = {1},
pages = {187--209},
year = {2018},
url = {https://doi.org/10.2298/CSIS170115043S},
doi = {10.2298/CSIS170115043S},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/comsis/SlavkovKKD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/informaticaSI/SlavkovPKD18,
author = {Ivica Slavkov and
Matej Petkovic and
Dragi Kocev and
Saso Dzeroski},
title = {Quantitative Score for Assessing the Quality of Feature Rankings},
journal = {Informatica (Slovenia)},
volume = {42},
number = {1},
year = {2018},
url = {http://www.informatica.si/index.php/informatica/article/view/2230},
timestamp = {Tue, 16 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/informaticaSI/SlavkovPKD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/LevaticKCD18,
author = {Jurica Levatic and
Dragi Kocev and
Michelangelo Ceci and
Saso Dzeroski},
title = {Semi-supervised trees for multi-target regression},
journal = {Inf. Sci.},
volume = {450},
pages = {109--127},
year = {2018},
url = {https://doi.org/10.1016/j.ins.2018.03.033},
doi = {10.1016/J.INS.2018.03.033},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/isci/LevaticKCD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/BreskvarKD18,
author = {Martin Breskvar and
Dragi Kocev and
Saso Dzeroski},
title = {Ensembles for multi-target regression with random output selections},
journal = {Mach. Learn.},
volume = {107},
number = {11},
pages = {1673--1709},
year = {2018},
url = {https://doi.org/10.1007/s10994-018-5744-y},
doi = {10.1007/S10994-018-5744-Y},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/BreskvarKD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/PetkovicKD18,
author = {Matej Petkovic and
Dragi Kocev and
Saso Dzeroski},
editor = {Larisa N. Soldatova and
Joaquin Vanschoren and
George A. Papadopoulos and
Michelangelo Ceci},
title = {Feature Ranking with Relief for Multi-label Classification: Does Distance
Matter?},
booktitle = {Discovery Science - 21st International Conference, {DS} 2018, Limassol,
Cyprus, October 29-31, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11198},
pages = {51--65},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01771-2\_4},
doi = {10.1007/978-3-030-01771-2\_4},
timestamp = {Mon, 28 Aug 2023 21:17:13 +0200},
biburl = {https://dblp.org/rec/conf/dis/PetkovicKD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-00542,
author = {Matej Petkovic and
Redouane Boumghar and
Martin Breskvar and
Saso Dzeroski and
Dragi Kocev and
Jurica Levatic and
Luke Lucas and
Aljaz Osojnik and
Bernard Zenko and
Nikola Simidjievski},
title = {Machine learning for predicting thermal power consumption of the Mars
Express Spacecraft},
journal = {CoRR},
volume = {abs/1809.00542},
year = {2018},
url = {http://arxiv.org/abs/1809.00542},
eprinttype = {arXiv},
eprint = {1809.00542},
timestamp = {Fri, 05 Oct 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-00542.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/DriessensKRS17,
author = {Kurt Driessens and
Dragi Kocev and
Marko Robnik{-}Sikonja and
Myra Spiliopoulou},
title = {Introduction to the special issue dedicated to the Journal Track of
{ECML} {PKDD} 2017},
journal = {Data Min. Knowl. Discov.},
volume = {31},
number = {5},
pages = {1155--1156},
year = {2017},
url = {https://doi.org/10.1007/s10618-017-0536-8},
doi = {10.1007/S10618-017-0536-8},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/datamine/DriessensKRS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jiis/LevaticCKD17,
author = {Jurica Levatic and
Michelangelo Ceci and
Dragi Kocev and
Saso Dzeroski},
title = {Semi-supervised classification trees},
journal = {J. Intell. Inf. Syst.},
volume = {49},
number = {3},
pages = {461--486},
year = {2017},
url = {https://doi.org/10.1007/s10844-017-0457-4},
doi = {10.1007/S10844-017-0457-4},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jiis/LevaticCKD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/LevaticCKD17,
author = {Jurica Levatic and
Michelangelo Ceci and
Dragi Kocev and
Saso Dzeroski},
title = {Self-training for multi-target regression with tree ensembles},
journal = {Knowl. Based Syst.},
volume = {123},
pages = {41--60},
year = {2017},
url = {https://doi.org/10.1016/j.knosys.2017.02.014},
doi = {10.1016/J.KNOSYS.2017.02.014},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kbs/LevaticCKD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/DriessensKRS17,
author = {Kurt Driessens and
Dragi Kocev and
Marko Robnik{-}Sikonja and
Myra Spiliopoulou},
title = {Introduction to the special issue dedicated to the Journal Track of
{ECML} {PKDD} 2017},
journal = {Mach. Learn.},
volume = {106},
number = {9-10},
pages = {1243--1244},
year = {2017},
url = {https://doi.org/10.1007/s10994-017-5662-4},
doi = {10.1007/S10994-017-5662-4},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/DriessensKRS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aime/BestekKDBI17,
author = {Mate Bestek and
Dragi Kocev and
Saso Dzeroski and
Andrej Brodnik and
Rade Iljaz},
editor = {Annette ten Teije and
Christian Popow and
John H. Holmes and
Lucia Sacchi},
title = {Modelling Time-Series of Glucose Measurements from Diabetes Patients
Using Predictive Clustering Trees},
booktitle = {Artificial Intelligence in Medicine - 16th Conference on Artificial
Intelligence in Medicine, {AIME} 2017, Vienna, Austria, June 21-24,
2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10259},
pages = {95--104},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-59758-4\_11},
doi = {10.1007/978-3-319-59758-4\_11},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aime/BestekKDBI17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/BreskvarKD17,
author = {Martin Breskvar and
Dragi Kocev and
Saso Dzeroski},
editor = {Akihiro Yamamoto and
Takuya Kida and
Takeaki Uno and
Tetsuji Kuboyama},
title = {Multi-label Classification Using Random Label Subset Selections},
booktitle = {Discovery Science - 20th International Conference, {DS} 2017, Kyoto,
Japan, October 15-17, 2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10558},
pages = {108--115},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-67786-6\_8},
doi = {10.1007/978-3-319-67786-6\_8},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/BreskvarKD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/PerdihODK17,
author = {Tomaz Stepisnik Perdih and
Aljaz Osojnik and
Saso Dzeroski and
Dragi Kocev},
editor = {Akihiro Yamamoto and
Takuya Kida and
Takeaki Uno and
Tetsuji Kuboyama},
title = {Option Predictive Clustering Trees for Hierarchical Multi-label Classification},
booktitle = {Discovery Science - 20th International Conference, {DS} 2017, Kyoto,
Japan, October 15-17, 2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10558},
pages = {116--123},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-67786-6\_9},
doi = {10.1007/978-3-319-67786-6\_9},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/PerdihODK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/PetkovicDK17,
author = {Matej Petkovic and
Saso Dzeroski and
Dragi Kocev},
editor = {Akihiro Yamamoto and
Takuya Kida and
Takeaki Uno and
Tetsuji Kuboyama},
title = {Feature Ranking for Multi-target Regression with Tree Ensemble Methods},
booktitle = {Discovery Science - 20th International Conference, {DS} 2017, Kyoto,
Japan, October 15-17, 2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10558},
pages = {171--185},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-67786-6\_13},
doi = {10.1007/978-3-319-67786-6\_13},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/PetkovicDK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictinnovations/GjorgjioskiKBDD17,
author = {Valentin Gjorgjioski and
Dragi Kocev and
Andrej Boncina and
Saso Dzeroski and
Marko Debeljak},
editor = {Dimitar Trajanov and
Verica Bakeva},
title = {Predictive Clustering of Multi-dimensional Time Series Applied to
Forest Growing Stock Data for Different Tree Sizes},
booktitle = {{ICT} Innovations 2017 - Data-Driven Innovation. 9th International
Conference, {ICT} Innovations 2017, Skopje, Macedonia, September 18-23,
2017, Proceedings},
series = {Communications in Computer and Information Science},
volume = {778},
pages = {186--195},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-67597-8\_18},
doi = {10.1007/978-3-319-67597-8\_18},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ictinnovations/GjorgjioskiKBDD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/MileskiDK17,
author = {Vanja Mileski and
Saso Dzeroski and
Dragi Kocev},
editor = {Niall M. Adams and
Allan Tucker and
David John Weston},
title = {Predictive Clustering Trees for Hierarchical Multi-Target Regression},
booktitle = {Advances in Intelligent Data Analysis {XVI} - 16th International Symposium,
{IDA} 2017, London, UK, October 26-28, 2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10584},
pages = {223--234},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-68765-0\_19},
doi = {10.1007/978-3-319-68765-0\_19},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/MileskiDK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/LevaticBPKVSSD17,
author = {Jurica Levatic and
Maria Brbic and
Tomaz Stepisnik Perdih and
Dragi Kocev and
Vedrana Vidulin and
Tomislav Smuc and
Fran Supek and
Saso Dzeroski},
editor = {Annalisa Appice and
Corrado Loglisci and
Giuseppe Manco and
Elio Masciari and
Zbigniew W. Ras},
title = {Phenotype Prediction with Semi-supervised Classification Trees},
booktitle = {New Frontiers in Mining Complex Patterns - 6th International Workshop,
{NFMCP} 2017, Held in Conjunction with {ECML-PKDD} 2017, Skopje, Macedonia,
September 18-22, 2017, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {10785},
pages = {138--150},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-78680-3\_10},
doi = {10.1007/978-3-319-78680-3\_10},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/LevaticBPKVSSD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NikoloskiKD17,
author = {Stevanche Nikoloski and
Dragi Kocev and
Saso Dzeroski},
editor = {Annalisa Appice and
Corrado Loglisci and
Giuseppe Manco and
Elio Masciari and
Zbigniew W. Ras},
title = {Structuring the Output Space in Multi-label Classification by Using
Feature Ranking},
booktitle = {New Frontiers in Mining Complex Patterns - 6th International Workshop,
{NFMCP} 2017, Held in Conjunction with {ECML-PKDD} 2017, Skopje, Macedonia,
September 18-22, 2017, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {10785},
pages = {151--166},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-78680-3\_11},
doi = {10.1007/978-3-319-78680-3\_11},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/NikoloskiKD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DimitrovskiKLD17,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
editor = {Yasemin Altun and
Kamalika Das and
Taneli Mielik{\"{a}}inen and
Donato Malerba and
Jerzy Stefanowski and
Jesse Read and
Marinka Zitnik and
Michelangelo Ceci and
Saso Dzeroski},
title = {Image Representation, Annotation and Retrieval with Predictive Clustering
Trees},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {10536},
pages = {363--367},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-71273-4\_32},
doi = {10.1007/978-3-319-71273-4\_32},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/DimitrovskiKLD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/DimitrovskiKLD16,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
title = {Improving bag-of-visual-words image retrieval with predictive clustering
trees},
journal = {Inf. Sci.},
volume = {329},
pages = {851--865},
year = {2016},
url = {https://doi.org/10.1016/j.ins.2015.05.012},
doi = {10.1016/J.INS.2015.05.012},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/isci/DimitrovskiKLD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/DzeroskiKP16,
author = {Saso Dzeroski and
Dragi Kocev and
Pance Panov},
title = {Special issue on discovery science},
journal = {Mach. Learn.},
volume = {105},
number = {1},
pages = {1--2},
year = {2016},
url = {https://doi.org/10.1007/s10994-016-5589-1},
doi = {10.1007/S10994-016-5589-1},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/DzeroskiKP16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/OsojnikDK16,
author = {Aljaz Osojnik and
Saso Dzeroski and
Dragi Kocev},
editor = {Toon Calders and
Michelangelo Ceci and
Donato Malerba},
title = {Option Predictive Clustering Trees for Multi-target Regression},
booktitle = {Discovery Science - 19th International Conference, {DS} 2016, Bari,
Italy, October 19-21, 2016, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9956},
pages = {118--133},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-46307-0\_8},
doi = {10.1007/978-3-319-46307-0\_8},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/OsojnikDK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mipro/RashkovskaKT16,
author = {Aleksandra Rashkovska and
Dragi Kocev and
Roman Trobec},
editor = {Petar Biljanovic and
Zeljko Butkovic and
Karolj Skala and
Tihana Galinac Grbac and
Marina Cicin{-}Sain and
Vlado Sruk and
Slobodan Ribaric and
Stjepan Gros and
Boris Vrdoljak and
Mladen Mauher and
Edvard Tijan and
Dino Lukman},
title = {Clustering of heartbeats from {ECG} recordings obtained with wireless
body sensors},
booktitle = {39th International Convention on Information and Communication Technology,
Electronics and Microelectronics, {MIPRO} 2016, Opatija, Croatia,
May 30 - June 3, 2016},
pages = {461--466},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/MIPRO.2016.7522188},
doi = {10.1109/MIPRO.2016.7522188},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mipro/RashkovskaKT16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmig/DimitrovskiKKLD15,
author = {Ivica Dimitrovski and
Dragi Kocev and
Ivan Kitanovski and
Suzana Loskovska and
Saso Dzeroski},
title = {Improved medical image modality classification using a combination
of visual and textual features},
journal = {Comput. Medical Imaging Graph.},
volume = {39},
pages = {14--26},
year = {2015},
url = {https://doi.org/10.1016/j.compmedimag.2014.06.005},
doi = {10.1016/J.COMPMEDIMAG.2014.06.005},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cmig/DimitrovskiKKLD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/RashkovskaKT15,
author = {Aleksandra Rashkovska and
Dragi Kocev and
Roman Trobec},
title = {Non-invasive real-time prediction of inner knee temperatures during
therapeutic cooling},
journal = {Comput. Methods Programs Biomed.},
volume = {122},
number = {2},
pages = {136--148},
year = {2015},
url = {https://doi.org/10.1016/j.cmpb.2015.07.004},
doi = {10.1016/J.CMPB.2015.07.004},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cmpb/RashkovskaKT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jiis/LevaticKD15,
author = {Jurica Levatic and
Dragi Kocev and
Saso Dzeroski},
title = {The importance of the label hierarchy in hierarchical multi-label
classification},
journal = {J. Intell. Inf. Syst.},
volume = {45},
number = {2},
pages = {247--271},
year = {2015},
url = {https://doi.org/10.1007/s10844-014-0347-y},
doi = {10.1007/S10844-014-0347-Y},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jiis/LevaticKD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/KocevC15,
author = {Dragi Kocev and
Michelangelo Ceci},
editor = {Nathalie Japkowicz and
Stan Matwin},
title = {Ensembles of Extremely Randomized Trees for Multi-target Regression},
booktitle = {Discovery Science - 18th International Conference, {DS} 2015, Banff,
AB, Canada, October 4-6, 2015, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9356},
pages = {86--100},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-24282-8\_9},
doi = {10.1007/978-3-319-24282-8\_9},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/KocevC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/MadjarovVDK15,
author = {Gjorgji Madjarov and
Vedrana Vidulin and
Ivica Dimitrovski and
Dragi Kocev},
editor = {Konrad Jackowski and
Robert Burduk and
Krzysztof Walkowiak and
Michal Wozniak and
Hujun Yin},
title = {Web Genre Classification via Hierarchical Multi-label Classification},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2015
- 16th International Conference Wroclaw, Poland, October 14-16, 2015,
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9375},
pages = {9--17},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-24834-9\_2},
doi = {10.1007/978-3-319-24834-9\_2},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ideal/MadjarovVDK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sebd/LevaticCKD15,
author = {Jurica Levatic and
Michelangelo Ceci and
Dragi Kocev and
Saso Dzeroski},
editor = {Domenico Lembo and
Riccardo Torlone and
Andrea Marrella},
title = {Semi-supervised learning for multi-target regression (Discussion paper)},
booktitle = {23rd Italian Symposium on Advanced Database Systems, {SEBD} 2015,
Gaeta, Italy, June 14-17, 2015},
pages = {240--247},
publisher = {Curran Associates, Inc.},
year = {2015},
timestamp = {Mon, 18 Jan 2016 13:34:08 +0100},
biburl = {https://dblp.org/rec/conf/sebd/LevaticCKD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/DimitrovskiKLD14,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
title = {Fast and efficient visual codebook construction for multi-label annotation
using predictive clustering trees},
journal = {Pattern Recognit. Lett.},
volume = {38},
pages = {38--45},
year = {2014},
url = {https://doi.org/10.1016/j.patrec.2013.10.016},
doi = {10.1016/J.PATREC.2013.10.016},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/DimitrovskiKLD14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clef/DimitrovskiMKL14,
author = {Ivica Dimitrovski and
Gjorgji Madjarov and
Dragi Kocev and
Petre Lameski},
editor = {Linda Cappellato and
Nicola Ferro and
Martin Halvey and
Wessel Kraaij},
title = {Maestra at LifeCLEF 2014 Plant Task: Plant Identification using Visual
Data},
booktitle = {Working Notes for {CLEF} 2014 Conference, Sheffield, UK, September
15-18, 2014},
series = {{CEUR} Workshop Proceedings},
volume = {1180},
pages = {705--714},
publisher = {CEUR-WS.org},
year = {2014},
url = {https://ceur-ws.org/Vol-1180/CLEF2014wn-Life-DimitrovskiEt2014.pdf},
timestamp = {Fri, 10 Mar 2023 16:23:41 +0100},
biburl = {https://dblp.org/rec/conf/clef/DimitrovskiMKL14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/LevaticCKD14,
author = {Jurica Levatic and
Michelangelo Ceci and
Dragi Kocev and
Saso Dzeroski},
editor = {Annalisa Appice and
Michelangelo Ceci and
Corrado Loglisci and
Giuseppe Manco and
Elio Masciari and
Zbigniew W. Ras},
title = {Semi-supervised Learning for Multi-target Regression},
booktitle = {New Frontiers in Mining Complex Patterns - Third International Workshop,
{NFMCP} 2014, Held in Conjunction with {ECML-PKDD} 2014, Nancy, France,
September 19, 2014, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {8983},
pages = {3--18},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-17876-9\_1},
doi = {10.1007/978-3-319-17876-9\_1},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/LevaticCKD14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dis/2014,
editor = {Saso Dzeroski and
Pance Panov and
Dragi Kocev and
Ljupco Todorovski},
title = {Discovery Science - 17th International Conference, {DS} 2014, Bled,
Slovenia, October 8-10, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8777},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11812-3},
doi = {10.1007/978-3-319-11812-3},
isbn = {978-3-319-11811-6},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/2014.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ecoi/KocevD13,
author = {Dragi Kocev and
Saso Dzeroski},
title = {Habitat modeling with single- and multi-target trees and ensembles},
journal = {Ecol. Informatics},
volume = {18},
pages = {79--92},
year = {2013},
url = {https://doi.org/10.1016/j.ecoinf.2013.06.003},
doi = {10.1016/J.ECOINF.2013.06.003},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ecoi/KocevD13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/KocevVSD13,
author = {Dragi Kocev and
Celine Vens and
Jan Struyf and
Saso Dzeroski},
title = {Tree ensembles for predicting structured outputs},
journal = {Pattern Recognit.},
volume = {46},
number = {3},
pages = {817--833},
year = {2013},
url = {https://doi.org/10.1016/j.patcog.2012.09.023},
doi = {10.1016/J.PATCOG.2012.09.023},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/KocevVSD13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/DimitrovskiKLD13,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
editor = {Johannes F{\"{u}}rnkranz and
Eyke H{\"{u}}llermeier and
Tomoyuki Higuchi},
title = {Fast and Scalable Image Retrieval Using Predictive Clustering Trees},
booktitle = {Discovery Science - 16th International Conference, {DS} 2013, Singapore,
October 6-9, 2013. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8140},
pages = {33--48},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40897-7\_3},
doi = {10.1007/978-3-642-40897-7\_3},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dis/DimitrovskiKLD13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SlavkovKKKD13,
author = {Ivica Slavkov and
Jana Karcheska and
Dragi Kocev and
Slobodan Kalajdziski and
Saso Dzeroski},
editor = {Annalisa Appice and
Michelangelo Ceci and
Corrado Loglisci and
Giuseppe Manco and
Elio Masciari and
Zbigniew W. Ras},
title = {ReliefF for Hierarchical Multi-label Classification},
booktitle = {New Frontiers in Mining Complex Patterns - Second International Workshop,
{NFMCP} 2013, Held in Conjunction with {ECML-PKDD} 2013, Prague, Czech
Republic, September 27, 2013, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {8399},
pages = {148--161},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-319-08407-7\_10},
doi = {10.1007/978-3-319-08407-7\_10},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/SlavkovKKKD13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/LevaticKD13,
author = {Jurica Levatic and
Dragi Kocev and
Saso Dzeroski},
editor = {Annalisa Appice and
Michelangelo Ceci and
Corrado Loglisci and
Giuseppe Manco and
Elio Masciari and
Zbigniew W. Ras},
title = {The Use of the Label Hierarchy in Hierarchical Multi-label Classification
Improves Performance},
booktitle = {New Frontiers in Mining Complex Patterns - Second International Workshop,
{NFMCP} 2013, Held in Conjunction with {ECML-PKDD} 2013, Prague, Czech
Republic, September 27, 2013, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {8399},
pages = {162--177},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-319-08407-7\_11},
doi = {10.1007/978-3-319-08407-7\_11},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/LevaticKD13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ecoi/DimitrovskiKLD12,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
title = {Hierarchical classification of diatom images using ensembles of predictive
clustering trees},
journal = {Ecol. Informatics},
volume = {7},
number = {1},
pages = {19--29},
year = {2012},
url = {https://doi.org/10.1016/j.ecoinf.2011.09.001},
doi = {10.1016/J.ECOINF.2011.09.001},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ecoi/DimitrovskiKLD12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/informaticaSI/Kocev12,
author = {Dragi Kocev},
title = {Ensembles for Predicting Structured Outputs},
journal = {Informatica (Slovenia)},
volume = {36},
number = {1},
pages = {113--114},
year = {2012},
url = {http://www.informatica.si/index.php/informatica/article/view/390},
timestamp = {Tue, 16 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/informaticaSI/Kocev12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/MadjarovKGD12,
author = {Gjorgji Madjarov and
Dragi Kocev and
Dejan Gjorgjevikj and
Saso Dzeroski},
title = {An extensive experimental comparison of methods for multi-label learning},
journal = {Pattern Recognit.},
volume = {45},
number = {9},
pages = {3084--3104},
year = {2012},
url = {https://doi.org/10.1016/j.patcog.2012.03.004},
doi = {10.1016/J.PATCOG.2012.03.004},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/MadjarovKGD12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/DimitrovskiKLD11,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
title = {Hierarchical annotation of medical images},
journal = {Pattern Recognit.},
volume = {44},
number = {10-11},
pages = {2436--2449},
year = {2011},
url = {https://doi.org/10.1016/j.patcog.2011.03.026},
doi = {10.1016/J.PATCOG.2011.03.026},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/DimitrovskiKLD11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/SchietgatVSBKD10,
author = {Leander Schietgat and
Celine Vens and
Jan Struyf and
Hendrik Blockeel and
Dragi Kocev and
Saso Dzeroski},
title = {Predicting gene function using hierarchical multi-label decision tree
ensembles},
journal = {{BMC} Bioinform.},
volume = {11},
pages = {2},
year = {2010},
url = {https://doi.org/10.1186/1471-2105-11-2},
doi = {10.1186/1471-2105-11-2},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/SchietgatVSBKD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clef/DimitrovskiKLD10,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
editor = {Martin Braschler and
Donna Harman and
Emanuele Pianta},
title = {Detection of Visual Concepts and Annotation of Images Using Predictive
Clustering Trees},
booktitle = {{CLEF} 2010 LABs and Workshops, Notebook Papers, 22-23 September 2010,
Padua, Italy},
series = {{CEUR} Workshop Proceedings},
volume = {1176},
publisher = {CEUR-WS.org},
year = {2010},
url = {https://ceur-ws.org/Vol-1176/CLEF2010wn-ImageCLEF-DimitrovskiEt2010.pdf},
timestamp = {Fri, 10 Mar 2023 16:23:37 +0100},
biburl = {https://dblp.org/rec/conf/clef/DimitrovskiKLD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/DimitrovskiKLD10,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
editor = {Devrim {\"{U}}nay and
Zehra {\c{C}}ataltepe and
Selim Aksoy},
title = {Detection of Visual Concepts and Annotation of Images Using Ensembles
of Trees for Hierarchical Multi-Label Classification},
booktitle = {Recognizing Patterns in Signals, Speech, Images and Videos - {ICPR}
2010 Contests, Istanbul, Turkey, August 23-26, 2010, Contest Reports},
series = {Lecture Notes in Computer Science},
volume = {6388},
pages = {152--161},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-17711-8\_16},
doi = {10.1007/978-3-642-17711-8\_16},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpr/DimitrovskiKLD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/daglib/p/VensSSBKD10,
author = {Celine Vens and
Leander Schietgat and
Jan Struyf and
Hendrik Blockeel and
Dragi Kocev and
Saso Dzeroski},
editor = {Saso Dzeroski and
Bart Goethals and
Pance Panov},
title = {Predicting Gene Function using Predictive Clustering Trees},
booktitle = {Inductive Databases and Constraint-Based Data Mining},
pages = {365--387},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-1-4419-7738-0\_15},
doi = {10.1007/978-1-4419-7738-0\_15},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/daglib/p/VensSSBKD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clef/DimitrovskiKLD09,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
editor = {Carol Peters and
Barbara Caputo and
Julio Gonzalo and
Gareth J. F. Jones and
Jayashree Kalpathy{-}Cramer and
Henning M{\"{u}}ller and
Theodora Tsikrika},
title = {ImageCLEF 2009 Medical Image Annotation Task: PCTs for Hierarchical
Multi-Label Classification},
booktitle = {Multilingual Information Access Evaluation {II.} Multimedia Experiments
- 10th Workshop of the Cross-Language Evaluation Forum, {CLEF} 2009,
Corfu, Greece, September 30 - October 2, 2009, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {6242},
pages = {231--238},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-15751-6\_28},
doi = {10.1007/978-3-642-15751-6\_28},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/clef/DimitrovskiKLD09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clef/DimitrovskiKLD09a,
author = {Ivica Dimitrovski and
Dragi Kocev and
Suzana Loskovska and
Saso Dzeroski},
editor = {Carol Peters and
Nicola Ferro},
title = {ImageCLEF 2009 Medical Image Annotation Task: PCTs for Hierarchical
Multi-Label Classification},
booktitle = {Working Notes for {CLEF} 2009 Workshop co-located with the 13th European
Conference on Digital Libraries {(ECDL} 2009) , Corf{\`{u}}, Greece,
September 30 - October 2, 2009},
series = {{CEUR} Workshop Proceedings},
volume = {1175},
publisher = {CEUR-WS.org},
year = {2009},
url = {https://ceur-ws.org/Vol-1175/CLEF2009wn-ImageCLEF-DimitrovskiEt2009.pdf},
timestamp = {Fri, 10 Mar 2023 16:23:36 +0100},
biburl = {https://dblp.org/rec/conf/clef/DimitrovskiKLD09a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itee/NaumoskiKAMKD09,
author = {Andreja Naumoski and
Dragi Kocev and
Natasa Atanasova and
Kosta Mitreski and
Svetislav Krstic and
Saso Dzeroski},
editor = {Ioannis N. Athanasiadis and
Pericles A. Mitkas and
Andrea Emilio Rizzoli and
Jorge Marx G{\'{o}}mez},
title = {Predicting chemical parameters of the water from diatom abudance in
lake Prespa and its tributaries},
booktitle = {Information Technologies in Environmental Engineering, Proceedings
of the 4th International {ICSC} Symposium, {ITEE} 2009, Thessaloniki,
Greece, May 28-29, 2009},
pages = {264--277},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-540-88351-7\_20},
doi = {10.1007/978-3-540-88351-7\_20},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/itee/NaumoskiKAMKD09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/KocevVSD07,
author = {Dragi Kocev and
Celine Vens and
Jan Struyf and
Saso Dzeroski},
editor = {Joost N. Kok and
Jacek Koronacki and
Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
Stan Matwin and
Dunja Mladenic and
Andrzej Skowron},
title = {Ensembles of Multi-Objective Decision Trees},
booktitle = {Machine Learning: {ECML} 2007, 18th European Conference on Machine
Learning, Warsaw, Poland, September 17-21, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4701},
pages = {624--631},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74958-5\_61},
doi = {10.1007/978-3-540-74958-5\_61},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ecml/KocevVSD07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdid/KocevSD06,
author = {Dragi Kocev and
Jan Struyf and
Saso Dzeroski},
editor = {Saso Dzeroski and
Jan Struyf},
title = {Beam Search Induction and Similarity Constraints for Predictive Clustering
Trees},
booktitle = {Knowledge Discovery in Inductive Databases, 5th International Workshop,
{KDID} 2006, Berlin, Germany, September 18, 2006, Revised Selected
and Invited Papers},
series = {Lecture Notes in Computer Science},
volume = {4747},
pages = {134--151},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/978-3-540-75549-4\_9},
doi = {10.1007/978-3-540-75549-4\_9},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdid/KocevSD06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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