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Georgios B. Giannakis
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- affiliation: University of Minnesota, Minneapolis, MN, USA
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2020 – today
- 2025
[j461]Shahana Ibrahim
, Panagiotis A. Traganitis
, Xiao Fu
, Georgios B. Giannakis
:
Learning From Crowdsourced Noisy Labels: A signal processing perspective. IEEE Signal Process. Mag. 42(3): 84-106 (2025)
[c480]Jinwen Xu, Qin Lu, Georgios B. Giannakis:
Online scalable Gaussian processes with conformal prediction for guaranteed coverage. ICASSP 2025: 1-5
[c479]Yilang Zhang, Bingcong Li, Georgios B. Giannakis:
Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm. ICASSP 2025: 1-5
[i156]Yilang Zhang, Bingcong Li, Georgios B. Giannakis
:
Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm. CoRR abs/2501.06603 (2025)
[i155]Yilang Zhang, Bingcong Li, Georgios B. Giannakis:
RefLoRA: Refactored Low-Rank Adaptation for Efficient Fine-Tuning of Large Models. CoRR abs/2505.18877 (2025)
[i154]Yilang Zhang, Bingcong Li, Georgios B. Giannakis:
Learnable Loss Geometries with Mirror Descent for Scalable and Convergent Meta-Learning. CoRR abs/2509.02418 (2025)
[i153]Bingcong Li, Yilang Zhang, Georgios B. Giannakis:
VASSO: Variance Suppression for Sharpness-Aware Minimization. CoRR abs/2509.02433 (2025)
[i152]Jarvis Haupt, Qin Lu, Yanning Shen, Jia Chen, Yue Dong, Dan McCreary, Mehmet Akçakaya, Georgios B. Giannakis:
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities. CoRR abs/2509.08950 (2025)
[i151]Athanasios Bacharis, Konstantinos D. Polyzos, Georgios B. Giannakis, Nikolaos Papanikolopoulos:
BOSfM: A View Planning Framework for Optimal 3D Reconstruction of Agricultural Scenes. CoRR abs/2509.24126 (2025)
[i150]Jinwen Xu, Qin Lu, Georgios B. Giannakis:
Conformalized Gaussian processes for online uncertainty quantification over graphs. CoRR abs/2510.06181 (2025)- 2024
[j460]Alireza Sadeghi
, Gang Wang
, Georgios B. Giannakis
:
Learning Robust to Distributional Uncertainties and Adversarial Data. IEEE J. Sel. Areas Inf. Theory 5: 105-122 (2024)
[j459]Konstantinos D. Polyzos
, Qin Lu
, Georgios B. Giannakis
:
Weighted Ensembles for Adaptive Active Learning. IEEE Trans. Signal Process. 72: 4178-4190 (2024)
[j458]Jia Yan
, Qin Lu
, Georgios B. Giannakis
:
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing. IEEE Trans. Wirel. Commun. 23(4): 3425-3436 (2024)
[j457]Konstantinos D. Polyzos
, Alireza Sadeghi
, Wei Ye
, Steven Sleder, Kodjo Houssou
, Jeff Calder
, Zhi-Li Zhang
, Georgios B. Giannakis
:
Bayesian Active Learning for Sample Efficient 5G Radio Map Reconstruction. IEEE Trans. Wirel. Commun. 23(12): 19382-19396 (2024)
[c478]Alireza Sadeghi, Konstantinos D. Polyzos, Georgios B. Giannakis
:
Kernel-Driven Self-Supervision for Multi-View Learning Over Graphs. IEEECONF 2024: 1720-1724
[c477]Yilang Zhang
, Bingcong Li, Georgios B. Giannakis
:
Meta-Learning With Versatile Loss Geometries for Fast Adaptation Using Mirror Descent. ICASSP 2024: 5220-5224
[c476]Georgios Vasileios Karanikolas, Alba Pagès-Zamora, Georgios B. Giannakis
:
A Bayesian Approach to High-Order Link Prediction. ICASSP 2024: 13251-13255
[c475]Yilang Zhang
, Georgios B. Giannakis:
Meta-Learning Priors Using Unrolled Proximal Networks. ICLR 2024
[c474]Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
:
Active labeling for online ensemble learning. SAM 2024: 1-5
[c473]Alireza Sadeghi, Georgios B. Giannakis
:
Robust Meta-Learning over Graphs with Graph Neural Networks. SAM 2024: 1-5
[c472]Toygan Kilic, Jürgen Herrler, Patrick Liebig, Ömer Burak Demirel, Armin M. Nagel, Mingyi Hong, Georgios B. Giannakis
, Kâmil Ugurbil, Mehmet Akçakaya
:
Towards Fast Hard-Constrained Parallel Transmit Design in Ultrahigh Field MRI with Physics-Driven Neural Networks. ISBI 2024: 1-5
[c471]Konstantinos D. Polyzos, Panagiotis A. Traganitis, Manish Kumar Singh, Georgios B. Giannakis
:
Ensembles of Informative Representations for Self-Supervised Learning. MLSP 2024: 1-6
[c470]Yilang Zhang, Alireza Sadeghi, Georgios B. Giannakis:
Meta-Learning Universal Priors Using Non-Injective Change of Variables. NeurIPS 2024
[i149]Shahana Ibrahim, Panagiotis A. Traganitis
, Xiao Fu, Georgios B. Giannakis
:
Learning From Crowdsourced Noisy Labels: A Signal Processing Perspective. CoRR abs/2407.06902 (2024)
[i148]Jinwen Xu, Qin Lu, Georgios B. Giannakis
:
Online scalable Gaussian processes with conformal prediction for guaranteed coverage. CoRR abs/2410.05444 (2024)- 2023
[j456]Manish Kumar Singh
, Sairaj V. Dhople
, Florian Dörfler
, Georgios B. Giannakis
:
Time-Domain Generalization of Kron Reduction. IEEE Control. Syst. Lett. 7: 259-264 (2023)
[j455]Qiuling Yang, Mario Coutino, Geert Leus
, Georgios B. Giannakis
:
Autoregressive graph Volterra models and applications. EURASIP J. Adv. Signal Process. 2023(1): 4 (2023)
[j454]Qin Lu
, Georgios Vasileios Karanikolas, Georgios B. Giannakis
:
Incremental Ensemble Gaussian Processes. IEEE Trans. Pattern Anal. Mach. Intell. 45(2): 1876-1893 (2023)
[j453]Qin Lu
, Konstantinos D. Polyzos
, Bingcong Li
, Georgios B. Giannakis
:
Surrogate Modeling for Bayesian Optimization Beyond a Single Gaussian Process. IEEE Trans. Pattern Anal. Mach. Intell. 45(9): 11283-11296 (2023)
[j452]Mana Jalali, Manish Kumar Singh
, Vassilis Kekatos
, Georgios B. Giannakis
, Chen-Ching Liu
:
Fast Inverter Control by Learning the OPF Mapping Using Sensitivity-Informed Gaussian Processes. IEEE Trans. Smart Grid 14(3): 2432-2445 (2023)
[j451]Yunfeng Bai
, Qingwen Liu
, Liuqing Yang
, Georgios B. Giannakis
, Wen Fang
, Mingliang Xiong
:
Resonant Beam SWIPT With Telescope and Second Harmonic. IEEE Trans. Wirel. Commun. 22(7): 4962-4973 (2023)
[c469]Yilang Zhang
, Bingcong Li, Shijian Gao, Georgios B. Giannakis
:
Scalable Bayesian Meta-Learning through Generalized Implicit Gradients. AAAI 2023: 11298-11306
[c468]Bingcong Li, Georgios B. Giannakis
:
Conic Descent Redux for Memory-Efficient Optimization. ACSSC 2023: 594-601
[c467]Konstantinos D. Polyzos, Alireza Sadeghi, Georgios B. Giannakis
:
Bayesian Self-Supervised Learning Using Local and Global Graph Information. CAMSAP 2023: 256-260
[c466]Georgios Vasileios Karanikolas, Georgios B. Giannakis
:
Robust Identification of Graph Structure. CAMSAP 2023: 486-490
[c465]Georgios Vasileios Karanikolas, Alba Pagès-Zamora, Georgios B. Giannakis
:
Higher-Order Link Prediction Via Learnable Maximum Mean Discrepancy. ICASSP 2023: 1-5
[c464]Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
:
Bayesian Optimization with Ensemble Learning Models and Adaptive Expected Improvement. ICASSP 2023: 1-5
[c463]Manish Kumar Singh
, Konstantinos D. Polyzos, Panagiotis A. Traganitis
, Sairaj V. Dhople, Georgios B. Giannakis
:
Physics-Informed Transfer Learning for Voltage Stability Margin Prediction. ICASSP 2023: 1-5
[c462]Shijian Gao, Jia Yan, Georgios B. Giannakis
:
Integrated Distributed Wireless Sensing with Over-The-Air Federated Learning. IGARSS 2023: 600-603
[c461]Bingcong Li, Georgios B. Giannakis:
Enhancing Sharpness-Aware Optimization Through Variance Suppression. NeurIPS 2023
[i147]Yilang Zhang, Bingcong Li, Shijian Gao, Georgios B. Giannakis
:
Scalable Bayesian Meta-Learning through Generalized Implicit Gradients. CoRR abs/2303.17768 (2023)
[i146]Bingcong Li, Georgios B. Giannakis
:
Conic Descent Redux for Memory-Efficient Optimization. CoRR abs/2308.07343 (2023)
[i145]Bingcong Li, Georgios B. Giannakis
:
Enhancing Sharpness-Aware Optimization Through Variance Suppression. CoRR abs/2309.15639 (2023)
[i144]Athanasios Bacharis, Konstantinos D. Polyzos, Henry J. Nelson, Georgios B. Giannakis
, Nikolaos Papanikolopoulos:
3D Reconstruction in Noisy Agricultural Environments: A Bayesian Optimization Perspective for View Planning. CoRR abs/2310.00145 (2023)
[i143]Bingcong Li, Shuai Zheng, Parameswaran Raman, Anshumali Shrivastava, Georgios B. Giannakis
:
Contractive error feedback for gradient compression. CoRR abs/2312.08538 (2023)
[i142]Yilang Zhang, Bingcong Li, Georgios B. Giannakis
:
Meta-Learning with Versatile Loss Geometries for Fast Adaptation Using Mirror Descent. CoRR abs/2312.13486 (2023)- 2022
[j450]Vassilis N. Ioannidis
, Siheng Chen
, Georgios B. Giannakis
:
Efficient and Stable Graph Scattering Transforms via Pruning. IEEE Trans. Pattern Anal. Mach. Intell. 44(3): 1232-1246 (2022)
[j449]Jun Sun
, Tianyi Chen
, Georgios B. Giannakis
, Qinmin Yang
, Zaiyue Yang
:
Lazily Aggregated Quantized Gradient Innovation for Communication-Efficient Federated Learning. IEEE Trans. Pattern Anal. Mach. Intell. 44(4): 2031-2044 (2022)
[j448]Tianyi Chen
, Kaiqing Zhang
, Georgios B. Giannakis
, Tamer Basar
:
Communication-Efficient Policy Gradient Methods for Distributed Reinforcement Learning. IEEE Trans. Control. Netw. Syst. 9(2): 917-929 (2022)
[j447]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Unsupervised Ensemble Classification With Sequential and Networked Data. IEEE Trans. Knowl. Data Eng. 34(10): 5009-5022 (2022)
[j446]Konstantinos D. Polyzos
, Qin Lu
, Georgios B. Giannakis
:
Ensemble Gaussian Processes for Online Learning Over Graphs With Adaptivity and Scalability. IEEE Trans. Signal Process. 70: 17-30 (2022)
[c460]Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
:
Active Sampling over Graphs for Bayesian Reconstruction with Gaussian Ensembles. IEEECONF 2022: 58-64
[c459]Jia Yan, Qin Lu, Georgios B. Giannakis
:
Bayesian Optimization for Task Offloading and Resource Allocation in Mobile Edge Computing. IEEECONF 2022: 1086-1090
[c458]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Identifying Dependent Annotators in Crowdsourcing. IEEECONF 2022: 1276-1280
[c457]Alireza Sadeghi, Georgios B. Giannakis:
Learning while Respecting Privacy and Robustness to Adversarial Distributed Datasets. EUSIPCO 2022: 802-806
[i141]Manish Kumar Singh, Sairaj V. Dhople, Florian Dörfler, Georgios B. Giannakis
:
Time-domain Generalization of Kron Reduction. CoRR abs/2203.12084 (2022)
[i140]Qin Lu, Konstantinos D. Polyzos, Bingcong Li, Georgios B. Giannakis
:
Surrogate modeling for Bayesian optimization beyond a single Gaussian process. CoRR abs/2205.14090 (2022)
[i139]Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
:
Weighted Ensembles for Active Learning with Adaptivity. CoRR abs/2206.05009 (2022)
[i138]Jia Yan, Qin Lu, Georgios B. Giannakis
:
Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing. CoRR abs/2211.09178 (2022)- 2021
[j445]Mingliang Xiong
, Qingwen Liu
, Gang Wang
, Georgios B. Giannakis
, Sihai Zhang
, Jinkang Zhu
, Chuan Huang
:
Resonant Beam Communications With Echo Interference Elimination. IEEE Internet Things J. 8(4): 2875-2885 (2021)
[j444]Evan Faulkner, Zelin Yun, Shengli Zhou
, Zhijie Jerry Shi, Song Han
, Georgios B. Giannakis
:
An Advanced GNU Radio Receiver of IEEE 802.15.4 OQPSK Physical Layer. IEEE Internet Things J. 8(11): 9206-9218 (2021)
[j443]Jun Sun
, Shibo Chen
, Georgios B. Giannakis
, Qinmin Yang
, Zaiyue Yang
:
Cross Service Providers Workload Balancing for Data Centers in Deregulated Electricity Markets. IEEE Trans. Control. Netw. Syst. 8(2): 803-815 (2021)
[j442]Dimitris Berberidis
, Georgios B. Giannakis
:
Node Embedding with Adaptive Similarities for Scalable Learning over Graphs. IEEE Trans. Knowl. Data Eng. 33(2): 637-650 (2021)
[j441]Vassilis N. Ioannidis
, Ahmed S. Zamzam
, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection. IEEE Trans. Knowl. Data Eng. 33(3): 909-920 (2021)
[j440]Qin Lu
, Georgios B. Giannakis
:
Probabilistic Reconstruction of Spatio-Temporal Processes Over Multi-Relational Graphs. IEEE Trans. Signal Inf. Process. over Networks 7: 166-176 (2021)
[j439]Mingqing Liu, Hao Deng, Qingwen Liu
, Jie Zhou, Mingliang Xiong
, Liuqing Yang
, Georgios B. Giannakis
:
Simultaneous Mobile Information and Power Transfer by Resonant Beam. IEEE Trans. Signal Process. 69: 2766-2778 (2021)
[j438]Wen Fang
, Hao Deng, Qingwen Liu
, Mingqing Liu, Qingwei Jiang, Liuqing Yang
, Georgios B. Giannakis
:
Safety Analysis of Long-Range and High-Power Wireless Power Transfer Using Resonant Beam. IEEE Trans. Signal Process. 69: 2833-2843 (2021)
[j437]Bingcong Li
, Mario Coutiño
, Georgios B. Giannakis
, Geert Leus
:
A Momentum-Guided Frank-Wolfe Algorithm. IEEE Trans. Signal Process. 69: 3597-3611 (2021)
[j436]Wen Fang
, Hao Deng
, Qingwen Liu
, Mingqing Liu
, Mengyuan Xu, Liuqing Yang
, Georgios B. Giannakis
:
End-to-End Transmission Analysis of Simultaneous Wireless Information and Power Transfer Using Resonant Beam. IEEE Trans. Signal Process. 69: 3642-3652 (2021)
[c456]Bingcong Li, Lingda Wang
, Georgios B. Giannakis, Zhizhen Zhao:
Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem. AAAI 2021: 8324-8331
[c455]Lingda Wang
, Bingcong Li, Huozhi Zhou, Georgios B. Giannakis, Lav R. Varshney, Zhizhen Zhao:
Adversarial Linear Contextual Bandits with Graph-Structured Side Observations. AAAI 2021: 10156-10164
[c454]Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
:
Online Graph-Guided Inference Using Ensemble Gaussian Processes of Egonet Features. ACSCC 2021: 182-186
[c453]Konstantinos D. Polyzos, Qin Lu, Alireza Sadeghi, Georgios B. Giannakis
:
On-Policy Reinforcement Learning via Ensemble Gaussian Processes with Application to Resource Allocation. ACSCC 2021: 1018-1022
[c452]Qin Lu, Georgios B. Giannakis
:
Spatio-Temporal Inference of Dynamical Gaussian Processes Over Graphs. ACSCC 2021: 1515-1519
[c451]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Identifying Spammers to Boost Crowdsourced Classification. ICASSP 2021: 2840-2844
[c450]Georgios Vasileios Karanikolas, Qin Lu, Georgios B. Giannakis
:
Online Unsupervised Learning Using Ensemble Gaussian Processes with Random Features. ICASSP 2021: 3190-3194
[c449]Qin Lu, Georgios B. Giannakis
:
Gaussian Process Temporal-Difference Learning with Scalability and Worst-Case Performance Guarantees. ICASSP 2021: 3485-3489
[c448]Konstantinos D. Polyzos, Qin Lu, Georgios B. Giannakis
:
Graph-Adaptive Incremental Learning Using an Ensemble of Gaussian Process Experts. ICASSP 2021: 5220-5224
[c447]Vassilis N. Ioannidis, Dimitris Berberidis, Georgios B. Giannakis
:
Unveiling Anomalous Nodes Via Random Sampling and Consensus on Graphs. ICASSP 2021: 5499-5503
[c446]Yilang Zhang
, Bingcong Li, Georgios B. Giannakis
:
Accelerating Frank-Wolfe with Weighted Average Gradients. ICASSP 2021: 5529-5533
[c445]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Detecting adversaries in Crowdsourcing. ICDM 2021: 1373-1378
[c444]Bingcong Li, Alireza Sadeghi, Georgios B. Giannakis:
Heavy Ball Momentum for Conditional Gradient. NeurIPS 2021: 21244-21255
[c443]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Bayesian Crowdsourcing with Constraints. ECML/PKDD (3) 2021: 543-559
[c442]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Bayesian constrained decision fusion. SPAWC 2021: 166-170
[i137]Konstantinos D. Polyzos, Costas Mavromatis, Vassilis N. Ioannidis, Georgios B. Giannakis:
Unveiling Anomalous Edges and Nominal Connectivity of Attributed Networks. CoRR abs/2104.08637 (2021)
[i136]Wen Fang, Hao Deng, Qingwen Liu, Mingqing Liu, Mengyuan Xu, Liuqing Yang, Georgios B. Giannakis:
End-to-End Transmission Analysis of Simultaneous Wireless Information and Power Transfer using Resonant Beam. CoRR abs/2106.05769 (2021)
[i135]Panagiotis A. Traganitis, Georgios B. Giannakis:
Detecting adversaries in Crowdsourcing. CoRR abs/2110.04117 (2021)
[i134]Bingcong Li, Alireza Sadeghi, Georgios B. Giannakis:
Heavy Ball Momentum for Conditional Gradient. CoRR abs/2110.04243 (2021)
[i133]Qin Lu, Georgios Vasileios Karanikolas, Georgios B. Giannakis:
Incremental Ensemble Gaussian Processes. CoRR abs/2110.06777 (2021)
[i132]Alireza Sadeghi, Meng Ma, Bingcong Li, Georgios B. Giannakis:
Distributionally Robust Semi-Supervised Learning Over Graphs. CoRR abs/2110.10582 (2021)
[i131]Qin Lu, Georgios B. Giannakis:
Robust and Adaptive Temporal-Difference Learning Using An Ensemble of Gaussian Processes. CoRR abs/2112.00882 (2021)- 2020
[j435]Mingqing Liu, Gang Wang
, Georgios B. Giannakis
, Mingliang Xiong
, Qingwen Liu
, Hao Deng
:
Wireless Power Transmitter Deployment for Balancing Fairness and Charging Service Quality. IEEE Internet Things J. 7(3): 2223-2234 (2020)
[j434]Andrea Simonetto
, Emiliano Dall'Anese
, Santiago Paternain
, Geert Leus
, Georgios B. Giannakis
:
Time-Varying Convex Optimization: Time-Structured Algorithms and Applications. Proc. IEEE 108(11): 2032-2048 (2020)
[j433]Pere Giménez-Febrer
, Alba Pagès-Zamora
, Georgios B. Giannakis
:
Generalization Error Bounds for Kernel Matrix Completion and Extrapolation. IEEE Signal Process. Lett. 27: 326-330 (2020)
[j432]Qiuling Yang
, Gang Wang
, Alireza Sadeghi, Georgios B. Giannakis
, Jian Sun
:
Two-Timescale Voltage Control in Distribution Grids Using Deep Reinforcement Learning. IEEE Trans. Smart Grid 11(3): 2313-2323 (2020)
[j431]Yanning Shen
, Xiao Fu
, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Topology Identification of Directed Graphs via Joint Diagonalization of Correlation Matrices. IEEE Trans. Signal Inf. Process. over Networks 6: 271-283 (2020)
[j430]Qin Lu
, Vassilis N. Ioannidis
, Georgios B. Giannakis
:
Graph-Adaptive Semi-Supervised Tracking of Dynamic Processes Over Switching Network Modes. IEEE Trans. Signal Process. 68: 2586-2597 (2020)
[j429]Elena Ceci
, Yanning Shen
, Georgios B. Giannakis
, Sergio Barbarossa
:
Graph-Based Learning Under Perturbations via Total Least-Squares. IEEE Trans. Signal Process. 68: 2870-2882 (2020)
[j428]Donghoon Lee
, Georgios B. Giannakis
:
A Variational Bayes Approach to Adaptive Radio Tomography. IEEE Trans. Signal Process. 68: 3779-3792 (2020)
[j427]Zhaoxian Wu, Qing Ling
, Tianyi Chen, Georgios B. Giannakis
:
Federated Variance-Reduced Stochastic Gradient Descent With Robustness to Byzantine Attacks. IEEE Trans. Signal Process. 68: 4583-4596 (2020)
[j426]Vassilis N. Ioannidis
, Antonio G. Marques
, Georgios B. Giannakis
:
Tensor Graph Convolutional Networks for Multi-Relational and Robust Learning. IEEE Trans. Signal Process. 68: 6535-6546 (2020)
[j425]Wen Fang
, Gang Wang
, Georgios B. Giannakis
, Qingwen Liu
, Xin Wang
, Hao Deng:
Channel-Dependent Scheduling in Wireless Energy Transfer for Mobile Devices. IEEE Trans. Veh. Technol. 69(3): 3330-3340 (2020)
[c441]Konstantinos D. Polyzos, Costas Mavromatis, Vassilis N. Ioannidis, Georgios B. Giannakis
:
Unveiling Anomalous Edges and Nominal Connectivity of Attributed Networks. ACSSC 2020: 726-730
[c440]Bingcong Li, Meng Ma, Georgios B. Giannakis:
On the Convergence of SARAH and Beyond. AISTATS 2020: 223-233
[c439]Qin Lu, Georgios Vasileios Karanikolas, Yanning Shen, Georgios B. Giannakis:
Ensemble Gaussian Processes with Spectral Features for Online Interactive Learning with Scalability. AISTATS 2020: 1910-1920
[c438]Gang Wang, Georgios B. Giannakis:
Finite-Time Error Bounds for Biased Stochastic Approximation with Applications to Q-Learning. AISTATS 2020: 3015-3024
[c437]Jun Sun, Gang Wang, Georgios B. Giannakis, Qinmin Yang, Zaiyue Yang:
Finite-Time Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation. AISTATS 2020: 4485-4495
[c436]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Constrained Clustering using Gaussian Processes. EUSIPCO 2020: 1457-1461
[c435]Meng Ma, Georgios B. Giannakis
:
Preconditioning ADMM for Fast Decentralized Optimization. ICASSP 2020: 3142-3146
[c434]Alireza Sadeghi, Gang Wang, Georgios B. Giannakis
:
Hierarchical Caching via Deep Reinforcement Learning. ICASSP 2020: 3532-3536
[c433]Bingcong Li, Mario Coutiño, Georgios B. Giannakis
:
Revisit of Estimate Sequence for Accelerated Gradient Methods. ICASSP 2020: 3602-3606
[c432]Mario Coutino, Georgios Vasileios Karanikolas, Geert Leus, Georgios B. Giannakis
:
Self-Driven Graph Volterra Models for Higher-Order Link Prediction. ICASSP 2020: 3887-3891
[c431]Panagiotis A. Traganitis
, Dimitris Berberidis, Georgios B. Giannakis
:
Active Learning with Unsupervised Ensembles of Classifiers. ICASSP 2020: 3967-3971
[c430]Qiuling Yang, Mario Coutino, Gang Wang, Georgios B. Giannakis
, Geert Leus:
Learning connectivity and higher-order interactions in radial distribution grids. ICASSP 2020: 5555-5559
[c429]Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis
:
Semi-Supervised Learning of Processes Over Multi-Relational Graphs. ICASSP 2020: 5560-5564
[c428]Zhaoxian Wu, Qing Ling, Tianyi Chen, Georgios B. Giannakis
:
Resilient to Byzantine Attacks Finite-Sum Optimization Over Networks. ICASSP 2020: 5910-5914
[c427]Vassilis N. Ioannidis, Georgios B. Giannakis
:
Defending Graph Convolutional Networks Against Adversarial Attacks. ICASSP 2020: 8469-8473
[c426]Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis:
Pruned Graph Scattering Transforms. ICLR 2020
[c425]Bingcong Li, Lingda Wang, Georgios B. Giannakis:
Almost Tune-Free Variance Reduction. ICML 2020: 5969-5978
[c424]Fatemeh Sheikholeslami, Swayambhoo Jain, Georgios B. Giannakis
:
Minimum Uncertainty Based Detection of Adversaries in Deep Neural Networks. ITA 2020: 1-16
[c423]Gang Wang, Songtao Lu, Georgios B. Giannakis, Gerald Tesauro, Jian Sun:
Decentralized TD Tracking with Linear Function Approximation and its Finite-Time Analysis. NeurIPS 2020
[c422]Qiuling Yang, Alireza Sadeghi, Gang Wang, Georgios B. Giannakis
, Jian Sun
:
Deep Policy Gradient for Reactive Power Control in Distribution Systems. SmartGridComm 2020: 1-6
[c421]Qiuling Yang, Alireza Sadeghi, Gang Wang, Georgios B. Giannakis
, Jian Sun
:
Power System State Estimation Using Gauss-Newton Unrolled Neural Networks with Trainable Priors. SmartGridComm 2020: 1-6
[i130]Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis:
Efficient and Stable Graph Scattering Transforms via Pruning. CoRR abs/2001.09882 (2020)
[i129]Qiuling Yang, Alireza Sadeghi, Gang Wang, Georgios B. Giannakis, Jian Sun:
Robust PSSE Using Graph Neural Networks for Data-driven and Topology-aware Priors. CoRR abs/2003.01667 (2020)
[i128]Vassilis N. Ioannidis, Antonio G. Marques, Georgios B. Giannakis:
Tensor Graph Convolutional Networks for Multi-relational and Robust Learning. CoRR abs/2003.07729 (2020)
[i127]Wen Fang, Gang Wang, Georgios B. Giannakis, Qingwen Liu, Xin Wang, Hao Deng:
Channel-Dependent Scheduling in Wireless Energy Transfer for Mobile Devices. CoRR abs/2004.06349 (2020)
[i126]Mingqing Liu, Gang Wang, Georgios B. Giannakis, Mingliang Xiong, Qingwen Liu, Hao Deng:
Wireless Power Transmitter Deployment for Balancing Fairness and Charging Service Quality. CoRR abs/2004.08520 (2020)
[i125]Mingliang Xiong, Qingwen Liu, Gang Wang, Georgios B. Giannakis, Chuan Huang:
Resonant Beam Communications: Principles and Designs. CoRR abs/2004.08642 (2020)
[i124]Alireza Sadeghi, Georgios B. Giannakis, Gang Wang, Fatemeh Sheikholeslami:
Reinforcement Learning for Caching with Space-Time Popularity Dynamics. CoRR abs/2005.09155 (2020)
[i123]Andrea Simonetto, Emiliano Dall'Anese, Santiago Paternain, Geert Leus, Georgios B. Giannakis:
Time-Varying Convex Optimization: Time-Structured Algorithms and Applications. CoRR abs/2006.08500 (2020)
[i122]Yanjie Dong, Georgios B. Giannakis, Tianyi Chen, Julian Cheng, Md. Jahangir Hossain, Victor C. M. Leung:
Communication-Efficient Robust Federated Learning Over Heterogeneous Datasets. CoRR abs/2006.09992 (2020)
[i121]Bingcong Li, Mario Coutino, Georgios B. Giannakis, Geert Leus:
How Does Momentum Help Frank Wolfe? CoRR abs/2006.11116 (2020)
[i120]Alireza Sadeghi, Gang Wang, Meng Ma, Georgios B. Giannakis:
Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data. CoRR abs/2007.03724 (2020)
[i119]Bingcong Li, Lingda Wang, Georgios B. Giannakis, Zhizhen Zhao:
Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem. CoRR abs/2012.05284 (2020)
[i118]Lingda Wang, Bingcong Li, Huozhi Zhou, Georgios B. Giannakis, Lav R. Varshney, Zhizhen Zhao:
Adversarial Linear Contextual Bandits with Graph-Structured Side Observations. CoRR abs/2012.05756 (2020)
[i117]Panagiotis A. Traganitis, Georgios B. Giannakis:
Bayesian Semi-supervised Crowdsourcing. CoRR abs/2012.11048 (2020)
2010 – 2019
- 2019
[j424]Chen Wang
, Feng Gao, Georgios B. Giannakis
, Gennaro D'Urso, Xiaodong Cai:
Efficient proximal gradient algorithm for inference of differential gene networks. BMC Bioinform. 20(1): 224:1-224:15 (2019)
[j423]Mingliang Xiong
, Qingwen Liu, Gang Wang, Georgios B. Giannakis
, Chuan Huang:
Resonant Beam Communications: Principles and Designs. IEEE Commun. Mag. 57(10): 34-39 (2019)
[j422]Markus Leinonen, Marian Codreanu, Georgios B. Giannakis
:
Compressed Sensing with Applications in Wireless Networks. Found. Trends Signal Process. 13(1-2): 1-282 (2019)
[j421]Tianyi Chen
, Georgios B. Giannakis
:
Bandit Convex Optimization for Scalable and Dynamic IoT Management. IEEE Internet Things J. 6(1): 1276-1286 (2019)
[j420]Qingqing Zhang
, Gang Wang
, Jie Chen
, Georgios B. Giannakis
, Qingwen Liu
:
Mobile Energy Transfer in Internet of Things. IEEE Internet Things J. 6(5): 9012-9019 (2019)
[j419]Yanning Shen, Tianyi Chen, Georgios B. Giannakis:
Random Feature-based Online Multi-kernel Learning in Environments with Unknown Dynamics. J. Mach. Learn. Res. 20: 22:1-22:36 (2019)
[j418]Alireza Sadeghi
, Fatemeh Sheikholeslami
, Antonio G. Marques
, Georgios B. Giannakis
:
Reinforcement Learning for Adaptive Caching With Dynamic Storage Pricing. IEEE J. Sel. Areas Commun. 37(10): 2267-2281 (2019)
[j417]Gang Wang
, Georgios B. Giannakis
, Jie Chen, Jian Sun
:
Distribution system state estimation: an overview of recent developments. Frontiers Inf. Technol. Electron. Eng. 20(1): 4-17 (2019)
[j416]Tianyi Chen, Sergio Barbarossa
, Xin Wang
, Georgios B. Giannakis
, Zhi-Li Zhang:
Learning and Management for Internet of Things: Accounting for Adaptivity and Scalability. Proc. IEEE 107(4): 778-796 (2019)
[j415]Alireza Sadeghi
, Gang Wang
, Georgios B. Giannakis
:
Deep Reinforcement Learning for Adaptive Caching in Hierarchical Content Delivery Networks. IEEE Trans. Cogn. Commun. Netw. 5(4): 1024-1033 (2019)
[j414]Gang Wang
, Hao Zhu
, Georgios B. Giannakis
, Jian Sun
:
Robust Power System State Estimation From Rank-One Measurements. IEEE Trans. Control. Netw. Syst. 6(4): 1391-1403 (2019)
[j413]Xiaojing Chen
, Wei Ni
, Tianyi Chen
, Iain B. Collings
, Xin Wang
, Ren Ping Liu
, Georgios B. Giannakis
:
Multi-Timescale Online Optimization of Network Function Virtualization for Service Chaining. IEEE Trans. Mob. Comput. 18(12): 2899-2912 (2019)
[j412]Bingcong Li
, Tianyi Chen
, Xin Wang
, Georgios B. Giannakis
:
Real-Time Energy Management in Microgrids With Reduced Battery Capacity Requirements. IEEE Trans. Smart Grid 10(2): 1928-1938 (2019)
[j411]Gang Wang
, Georgios B. Giannakis
, Jie Chen
:
Robust and Scalable Power System State Estimation via Composite Optimization. IEEE Trans. Smart Grid 10(6): 6137-6147 (2019)
[j410]Jia Chen, Gang Wang
, Georgios B. Giannakis
:
Nonlinear Dimensionality Reduction for Discriminative Analytics of Multiple Datasets. IEEE Trans. Signal Process. 67(3): 740-752 (2019)
[j409]Dimitris Berberidis
, Athanasios N. Nikolakopoulos
, Georgios B. Giannakis
:
Adaptive Diffusions for Scalable Learning Over Graphs. IEEE Trans. Signal Process. 67(5): 1307-1321 (2019)
[j408]Donghoon Lee
, Dimitris Berberidis
, Georgios B. Giannakis
:
Adaptive Bayesian Radio Tomography. IEEE Trans. Signal Process. 67(8): 1964-1977 (2019)
[j407]Vassilis N. Ioannidis
, Yanning Shen
, Georgios B. Giannakis
:
Semi-Blind Inference of Topologies and Dynamical Processes Over Dynamic Graphs. IEEE Trans. Signal Process. 67(9): 2263-2274 (2019)
[j406]Gang Wang
, Georgios B. Giannakis
, Jie Chen
:
Learning ReLU Networks on Linearly Separable Data: Algorithm, Optimality, and Generalization. IEEE Trans. Signal Process. 67(9): 2357-2370 (2019)
[j405]Yanning Shen
, Geert Leus
, Georgios B. Giannakis
:
Online Graph-Adaptive Learning With Scalability and Privacy. IEEE Trans. Signal Process. 67(9): 2471-2483 (2019)
[j404]Jia Chen, Gang Wang
, Georgios B. Giannakis
:
Graph Multiview Canonical Correlation Analysis. IEEE Trans. Signal Process. 67(11): 2826-2838 (2019)
[j403]Liang Zhang
, Gang Wang
, Georgios B. Giannakis
:
Real-Time Power System State Estimation and Forecasting via Deep Unrolled Neural Networks. IEEE Trans. Signal Process. 67(15): 4069-4077 (2019)
[j402]Pere Giménez-Febrer
, Alba Pagès-Zamora
, Georgios B. Giannakis
:
Matrix Completion and Extrapolation via Kernel Regression. IEEE Trans. Signal Process. 67(19): 5004-5017 (2019)
[j401]Yanning Shen
, Georgios B. Giannakis
, Brian Baingana
:
Nonlinear Structural Vector Autoregressive Models With Application to Directed Brain Networks. IEEE Trans. Signal Process. 67(20): 5325-5339 (2019)
[j400]Bingcong Li
, Tianyi Chen
, Georgios B. Giannakis
:
Secure Mobile Edge Computing in IoT via Collaborative Online Learning. IEEE Trans. Signal Process. 67(23): 5922-5935 (2019)
[c420]Liping Li, Wei Xu, Tianyi Chen, Georgios B. Giannakis
, Qing Ling:
RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets. AAAI 2019: 1544-1551
[c419]Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis
, Mario Coutino:
Learning Graph Processes with Multiple Dynamical Models. ACSSC 2019: 1783-1787
[c418]Bingcong Li, Tianyi Chen, Georgios B. Giannakis:
Bandit Online Learning with Unknown Delays. AISTATS 2019: 993-1002
[c417]Vassilis N. Ioannidis, Antonio G. Marques
, Georgios B. Giannakis
:
Graph Neural Networks for Predicting Protein Functions. CAMSAP 2019: 221-225
[c416]Seth Barrash, Yanning Shen
, Georgios B. Giannakis
:
Scalable and Adaptive KNN for Regression Over Graphs. CAMSAP 2019: 241-245
[c415]Fatemeh Sheikholeslami, Georgios B. Giannakis
:
Structured Egonet Tensors for Robust Node Embedding. CAMSAP 2019: 465-469
[c414]Qin Lu, Vassilis N. Ioannidis, Georgios B. Giannakis
:
Semi-Supervised Tracking of Dynamic Processes Over Switching Graphs. DSW 2019: 64-68
[c413]Liang Zhang, Gang Wang
, Georgios B. Giannakis
:
Distribution System State Estimation Via Data-Driven and Physics-Aware Deep Neural Networks. DSW 2019: 258-262
[c412]Jia Chen, Gang Wang, Georgios B. Giannakis
:
Multiview Canonical Correlation Analysis over Graphs. ICASSP 2019: 2947-2951
[c411]Fatemeh Sheikholeslami, Swayambhoo Jain, Georgios B. Giannakis
:
Efficient Randomized Defense against Adversarial Attacks in Deep Convolutional Neural Networks. ICASSP 2019: 3277-3281
[c410]Alireza Sadeghi, Antonio G. Marques
, Georgios B. Giannakis
:
Distributed Network Caching via Dynamic Programming. ICASSP 2019: 4574-4578
[c409]Liang Zhang, Gang Wang, Georgios B. Giannakis
:
Power System State Forecasting via Deep Recurrent Neural Networks. ICASSP 2019: 8092-8096
[c408]Vassilis N. Ioannidis, Antonio G. Marques
, Georgios B. Giannakis
:
A Recurrent Graph Neural Network for Multi-relational Data. ICASSP 2019: 8157-8161
[c407]Donghoon Lee, Georgios B. Giannakis
:
A Variational Bayes Approach to Adaptive Channel-gain Cartography. ICASSP 2019: 8434-8438
[c406]Jun Sun, Tianyi Chen, Georgios B. Giannakis, Zaiyue Yang:
Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients. NeurIPS 2019: 3365-3375
[c405]Athanasios N. Nikolakopoulos, Dimitris Berberidis, George Karypis
, Georgios B. Giannakis
:
Personalized diffusions for top-n recommendation. RecSys 2019: 260-268
[c404]Qiuling Yang, Gang Wang, Alireza Sadeghi, Georgios B. Giannakis
, Jian Sun
:
Two-Timescale Voltage Regulation in Distribution Grids Using Deep Reinforcement Learning. SmartGridComm 2019: 1-6
[c403]Mingliang Xiong, Qingwen Liu, Gang Wang, Georgios B. Giannakis
, Sihai Zhang, Chuan Huang:
Analytical Models for Resonant Beam Communications. WCSP 2019: 1-6
[i116]Alireza Sadeghi, Antonio G. Marques, Georgios B. Giannakis:
Distributed Network Caching via Dynamic Programming. CoRR abs/1902.07121 (2019)
[i115]Alireza Sadeghi, Gang Wang, Georgios B. Giannakis:
Adaptive Caching via Deep Reinforcement Learning. CoRR abs/1902.10301 (2019)
[i114]Fatemeh Sheikholeslami, Swayambhoo Jain, Georgios B. Giannakis:
Minimum Uncertainty Based Detection of Adversaries in Deep Neural Networks. CoRR abs/1904.02841 (2019)
[i113]Qiuling Yang, Gang Wang, Alireza Sadeghi, Georgios B. Giannakis, Jian Sun:
Real-time Voltage Control Using Deep Reinforcement Learning. CoRR abs/1904.09374 (2019)
[i112]Meng Ma, Bingcong Li, Georgios B. Giannakis:
Tight Linear Convergence Rate of ADMM for Decentralized Optimization. CoRR abs/1905.10456 (2019)
[i111]Bingcong Li, Meng Ma, Georgios B. Giannakis:
On the Convergence of SARAH and Beyond. CoRR abs/1906.02351 (2019)
[i110]Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis:
Generalization error bounds for kernel matrix completion and extrapolation. CoRR abs/1906.08770 (2019)
[i109]Panagiotis A. Traganitis, Georgios B. Giannakis:
Unsupervised Ensemble Classification with Dependent Data. CoRR abs/1906.09356 (2019)
[i108]Bingcong Li, Lingda Wang, Georgios B. Giannakis:
Almost Tune-Free Variance Reduction. CoRR abs/1908.09345 (2019)
[i107]Donghoon Lee, Georgios B. Giannakis:
A Variational Bayes Approach to Adaptive Radio Tomography. CoRR abs/1909.03892 (2019)
[i106]Gang Wang, Bingcong Li, Georgios B. Giannakis:
A Multistep Lyapunov Approach for Finite-Time Analysis of Biased Stochastic Approximation. CoRR abs/1909.04299 (2019)
[i105]Jun Sun, Tianyi Chen, Georgios B. Giannakis, Zaiyue Yang:
Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients. CoRR abs/1909.07588 (2019)
[i104]Bingcong Li, Georgios B. Giannakis:
Adaptive Step Sizes in Variance Reduction via Regularization. CoRR abs/1910.06532 (2019)
[i103]Vassilis N. Ioannidis, Dimitris Berberidis, Georgios B. Giannakis:
GraphSAC: Detecting anomalies in large-scale graphs. CoRR abs/1910.09589 (2019)
[i102]Vassilis N. Ioannidis, Georgios B. Giannakis:
Edge Dithering for Robust Adaptive Graph Convolutional Networks. CoRR abs/1910.09590 (2019)
[i101]Qiuling Yang, Alireza Sadeghi, Gang Wang, Georgios B. Giannakis, Jian Sun:
A Statistical Learning Approach to Reactive Power Control in Distribution Systems. CoRR abs/1910.13938 (2019)
[i100]Jun Sun, Gang Wang, Georgios B. Giannakis, Qinmin Yang, Zaiyue Yang:
Finite-Sample Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation. CoRR abs/1911.00934 (2019)
[i99]Qiuling Yang, Mario Coutino, Gang Wang, Georgios B. Giannakis, Geert Leus:
Learning Connectivity and Higher-order Interactions in Radial Distribution Grids. CoRR abs/1911.03072 (2019)
[i98]Zhaoxian Wu, Qing Ling, Tianyi Chen, Georgios B. Giannakis:
Federated Variance-Reduced Stochastic Gradient Descent with Robustness to Byzantine Attacks. CoRR abs/1912.12716 (2019)- 2018
[j399]Meng Ma, Athanasios N. Nikolakopoulos, Georgios B. Giannakis
:
Hybrid ADMM: a unifying and fast approach to decentralized optimization. EURASIP J. Adv. Signal Process. 2018: 73 (2018)
[j398]Tianyi Chen
, Qing Ling
, Yanning Shen
, Georgios B. Giannakis
:
Heterogeneous Online Learning for "Thing-Adaptive" Fog Computing in IoT. IEEE Internet Things J. 5(6): 4328-4341 (2018)
[j397]Alireza Sadeghi
, Fatemeh Sheikholeslami
, Georgios B. Giannakis
:
Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-Time Popularities. IEEE J. Sel. Top. Signal Process. 12(1): 180-190 (2018)
[j396]Georgios B. Giannakis
, Yanning Shen
, Georgios Vasileios Karanikolas:
Topology Identification and Learning over Graphs: Accounting for Nonlinearities and Dynamics. Proc. IEEE 106(5): 787-807 (2018)
[j395]Pengcheng You
, Steven H. Low
, Liang Zhang
, Ruilong Deng
, Georgios B. Giannakis
, Youxian Sun, Zaiyue Yang
:
Scheduling of EV Battery Swapping-Part II: Distributed Solutions. IEEE Trans. Control. Netw. Syst. 5(4): 1920-1930 (2018)
[j394]Tianyi Chen
, Qing Ling
, Georgios B. Giannakis
:
Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation. IEEE Trans. Control. Netw. Syst. 5(4): 1941-1951 (2018)
[j393]Gang Wang
, Georgios B. Giannakis
, Yonina C. Eldar:
Solving Systems of Random Quadratic Equations via Truncated Amplitude Flow. IEEE Trans. Inf. Theory 64(2): 773-794 (2018)
[j392]Xin Wang
, Xiaojing Chen, Tianyi Chen, Longbo Huang, Georgios B. Giannakis
:
Two-Scale Stochastic Control for Integrated Multipoint Communication Systems With Renewables. IEEE Trans. Smart Grid 9(3): 1822-1834 (2018)
[j391]Luis M. Lopez-Ramos
, Vassilis Kekatos
, Antonio G. Marques
, Georgios B. Giannakis
:
Two-Timescale Stochastic Dispatch of Smart Distribution Grids. IEEE Trans. Smart Grid 9(5): 4282-4292 (2018)
[j390]Gang Wang
, Liang Zhang
, Georgios B. Giannakis
, Mehmet Akçakaya
, Jie Chen
:
Sparse Phase Retrieval via Truncated Amplitude Flow. IEEE Trans. Signal Process. 66(2): 479-491 (2018)
[j389]Zifeng Wang
, Zheng Yu, Qing Ling
, Dimitris Berberidis
, Georgios B. Giannakis
:
Decentralized RLS With Data-Adaptive Censoring for Regressions Over Large-Scale Networks. IEEE Trans. Signal Process. 66(6): 1634-1648 (2018)
[j388]Gang Wang
, Ahmed S. Zamzam
, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramér-Rao Bound. IEEE Trans. Signal Process. 66(6): 1649-1658 (2018)
[j387]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Sketched Subspace Clustering. IEEE Trans. Signal Process. 66(7): 1663-1675 (2018)
[j386]Fatemeh Sheikholeslami
, Dimitris Berberidis
, Georgios B. Giannakis
:
Large-Scale Kernel-Based Feature Extraction via Low-Rank Subspace Tracking on a Budget. IEEE Trans. Signal Process. 66(8): 1967-1981 (2018)
[j385]Daniel Romero
, Donghoon Lee
, Georgios B. Giannakis
:
Blind Radio Tomography. IEEE Trans. Signal Process. 66(8): 2055-2069 (2018)
[j384]Gang Wang
, Georgios B. Giannakis
, Yousef Saad
, Jie Chen
:
Phase Retrieval via Reweighted Amplitude Flow. IEEE Trans. Signal Process. 66(11): 2818-2833 (2018)
[j383]Vassilis N. Ioannidis
, Daniel Romero
, Georgios B. Giannakis
:
Inference of Spatio-Temporal Functions Over Graphs via Multikernel Kriged Kalman Filtering. IEEE Trans. Signal Process. 66(12): 3228-3239 (2018)
[j382]Jia Chen, Gang Wang
, Yanning Shen
, Georgios B. Giannakis
:
Canonical Correlation Analysis of Datasets With a Common Source Graph. IEEE Trans. Signal Process. 66(16): 4398-4408 (2018)
[j381]Panagiotis A. Traganitis
, Alba Pagès-Zamora
, Georgios B. Giannakis
:
Blind Multiclass Ensemble Classification. IEEE Trans. Signal Process. 66(18): 4737-4752 (2018)
[j380]Liang Zhang
, Gang Wang
, Georgios B. Giannakis
, Jie Chen
:
Compressive Phase Retrieval via Reweighted Amplitude Flow. IEEE Trans. Signal Process. 66(19): 5029-5040 (2018)
[j379]Dimitris Berberidis
, Georgios B. Giannakis
:
Data-Adaptive Active Sampling for Efficient Graph-Cognizant Classification. IEEE Trans. Signal Process. 66(19): 5167-5179 (2018)
[j378]Fatemeh Sheikholeslami
, Georgios B. Giannakis
:
Identification of Overlapping Communities via Constrained Egonet Tensor Decomposition. IEEE Trans. Signal Process. 66(21): 5730-5745 (2018)
[j377]Xinchen Lyu
, Wei Ni
, Hui Tian
, Ren Ping Liu
, Xin Wang
, Georgios B. Giannakis
, Arogyaswami Paulraj:
Distributed Online Optimization of Fog Computing for Selfish Devices With Out-of-Date Information. IEEE Trans. Wirel. Commun. 17(11): 7704-7717 (2018)
[c402]Elena Ceci, Yanning Shen
, Georgios B. Giannakis
, Sergio Barbarossa:
Signal and Graph Perturbations via Total Least-Squares. ACSSC 2018: 747-751
[c401]Meng Ma, Georgios B. Giannakis
:
Graph-aware Weighted Hybrid ADMM for Fast Decentralized Optimization. ACSSC 2018: 1881-1885
[c400]Jia Chen, Gang Wang
, Georgios B. Giannakis
:
Nonlinear Discriminative Dimensionality Reduction of Multiple Datasets. ACSSC 2018: 1993-1997
[c399]Bingcong Li, Tianyi Chen, Xin Wang, Georgios B. Giannakis
:
Secure Edge Computing in IoT via Online Learning. ACSSC 2018: 2149-2153
[c398]Yanning Shen, Tianyi Chen, Georgios B. Giannakis:
Online Ensemble Multi-kernel Learning Adaptive to Non-stationary and Adversarial Environments. AISTATS 2018: 2037-2046
[c397]Tianyi Chen, Na Li, Georgios B. Giannakis
:
Aggregating Flexibility of Heterogeneous Energy Resources in Distribution Networks. ACC 2018: 4604-4609
[c396]Dimitris Berberidis, Athanasios N. Nikolakopoulos, Georgios B. Giannakis
:
AdaDIF: Adaptive Diffusions for Efficient Semi-supervised Learning over Graphs. IEEE BigData 2018: 92-99
[c395]Vassilis N. Ioannidis, Yanning Shen
, Georgios B. Giannakis
:
Semi-Blind Inference of Topologies and Signals over Graphs. DSW 2018: 165-169
[c394]Yanning Shen
, Georgios B. Giannakis
:
Online Identification of Directional Graph Topologies Capturing Dynamic and Nonlinear Dependencies. DSW 2018: 195-199
[c393]Gang Wang
, Liang Zhang, Georgios B. Giannakis
, Jie Chen:
Sparse Phase Retrieval Via Iteratively Reweighted Amplitude Flow. EUSIPCO 2018: 712-716
[c392]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Blind Multi-class Ensemble Learning with Dependent Classifiers. EUSIPCO 2018: 2025-2029
[c391]Meng Ma, Jineng Ren, Georgios B. Giannakis
, Jarvis D. Haupt:
Fast Asynchronous Decentralized Optimization: Allowing Multiple Masters. GlobalSIP 2018: 633-637
[c390]Liang Zhang, Gang Wang
, Georgios B. Giannakis
:
Real-Time Power System State Estimation via Deep Unrolled Neural Networks. GlobalSIP 2018: 907-911
[c389]Vassilis N. Ioannidis, Ahmed S. Zamzam, Georgios B. Giannakis
, Nikolas D. Sidiropoulos
:
Imputation of Coupled Tensors and Graphs. GlobalSIP 2018: 1331-1335
[c388]Gang Wang
, Jia Chen, Georgios B. Giannakis
:
Dpca: Dimensionality Reduction for Discriminative Analytics of Multiple Large-Scale Datasets. ICASSP 2018: 2211-2215
[c387]Dimitris Berberidis, Athanasios N. Nikolakopoulos, Georgios B. Giannakis
:
Random Walks with Restarts for Graph-Based Classification: Teleportation Tuning and Sampling Design. ICASSP 2018: 2811-2815
[c386]Donghoon Lee, Dimitris Berberidis, Georgios B. Giannakis
:
Adaptive Bayesian Channel Gain Cartography. ICASSP 2018: 3554-3558
[c385]Meng Ma, Athanasios N. Nikolakopoulos, Georgios B. Giannakis
:
Fast Decentralized Learning Via Hybrid Consensus Admm. ICASSP 2018: 3829-3833
[c384]Yanning Shen
, Tianyi Chen, Georgios B. Giannakis
:
Online Multi-Kernel Learning with Orthogonal Random Features. ICASSP 2018: 6289-6293
[c383]Tianyi Chen, Georgios B. Giannakis
:
Harnessing Bandit Online Learning to Low-Latency Fog Computing. ICASSP 2018: 6418-6422
[c382]Alireza Sadeghi, Fatemeh Sheikholeslami, Antonio G. Marqués, Georgios B. Giannakis
:
Reinforcement Learning for 5G Caching with Dynamic Cost. ICASSP 2018: 6653-6657
[c381]Liang Zhang, Georgios Vasileios Karanikolas, Mehmet Akçakaya
, Georgios B. Giannakis
:
Fully Automatic Segmentation of the Right Ventricle Via Multi-Task Deep Neural Networks. ICASSP 2018: 6677-6681
[c380]Tianyi Chen, Georgios B. Giannakis, Tao Sun, Wotao Yin:
LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning. NeurIPS 2018: 5055-5065
[c379]Vassilis N. Ioannidis, Panagiotis A. Traganitis
, Yanning Shen
, Georgios B. Giannakis
:
Kernel-Based Semi-Supervised Learning Over Multilayer Graphs. SPAWC 2018: 1-5
[c378]Alireza Sadeghi, Fatemeh Sheikholeslami, Georgios B. Giannakis
:
Optimal Dynamic Proactive Caching Via Reinforcement Learning. SPAWC 2018: 1-5
[c377]Yanning Shen
, Tianyi Chen, Georgios B. Giannakis
:
Online Learning Adaptive to Dynamic and Adversarial Environments. SPAWC 2018: 1-5
[c376]Jia Chen, Gang Wang
, Yanning Shen
, Georgios B. Giannakis
:
Canonical Correlation Analysis with Common Graph Priors. SSP 2018: 488-492
[i97]Yanning Shen, Panagiotis A. Traganitis, Georgios B. Giannakis:
Nonlinear Dimensionality Reduction on Graphs. CoRR abs/1801.09390 (2018)
[i96]Jia Chen, Gang Wang, Yanning Shen, Georgios B. Giannakis:
Canonical Correlation Analysis of Datasets with a Common Source Graph. CoRR abs/1803.10309 (2018)
[i95]Dimitris Berberidis, Athanasios N. Nikolakopoulos, Georgios B. Giannakis:
Adaptive Diffusions for Scalable Learning over Graphs. CoRR abs/1804.02081 (2018)
[i94]Meng Ma, Athanasios N. Nikolakopoulos, Georgios B. Giannakis:
Fast Decentralized Optimization over Networks. CoRR abs/1804.02425 (2018)
[i93]Xiaojing Chen, Wei Ni, Tianyi Chen, Iain B. Collings, Xin Wang, Ren Ping Liu, Georgios B. Giannakis:
Multi-Timescale Online Optimization of Network Function Virtualization for Service Chaining. CoRR abs/1804.07051 (2018)
[i92]Bingcong Li, Tianyi Chen, Georgios B. Giannakis:
Secure Mobile Edge Computing in IoT via Collaborative Online Learning. CoRR abs/1805.03591 (2018)
[i91]Vassilis N. Ioannidis, Yanning Shen, Georgios B. Giannakis:
Semi-Blind Inference of Topologies and Dynamical Processes over Graphs. CoRR abs/1805.06095 (2018)
[i90]Tianyi Chen, Georgios B. Giannakis, Tao Sun, Wotao Yin:
LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning. CoRR abs/1805.09965 (2018)
[i89]Bingcong Li, Tianyi Chen, Georgios B. Giannakis:
Delayed Bandit Online Learning with Unknown Delays. CoRR abs/1807.03205 (2018)
[i88]Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis:
Matrix completion and extrapolation via kernel regression. CoRR abs/1808.00441 (2018)
[i87]Gang Wang, Georgios B. Giannakis, Jie Chen:
Learning ReLU Networks on Linearly Separable Data: Algorithm, Optimality, and Generalization. CoRR abs/1808.04685 (2018)
[i86]Vassilis N. Ioannidis, Ahmed S. Zamzam, Georgios B. Giannakis, Nicholas D. Sidiropoulos:
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection. CoRR abs/1809.08353 (2018)
[i85]Tianyi Chen, Sergio Barbarossa, Xin Wang, Georgios B. Giannakis, Zhi-Li Zhang:
Learning and Management for Internet-of-Things: Accounting for Adaptivity and Scalability. CoRR abs/1810.11613 (2018)
[i84]Vassilis N. Ioannidis, Antonio G. Marques, Georgios B. Giannakis:
A Recurrent Graph Neural Network for Multi-Relational Data. CoRR abs/1811.02061 (2018)
[i83]Liping Li, Wei Xu, Tianyi Chen, Georgios B. Giannakis, Qing Ling:
RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets. CoRR abs/1811.03761 (2018)
[i82]Liang Zhang, Gang Wang, Georgios B. Giannakis:
Real-time Power System State Estimation and Forecasting via Deep Neural Networks. CoRR abs/1811.06146 (2018)
[i81]Dimitris Berberidis, Georgios B. Giannakis:
Adaptive-similarity node embedding for scalable learning over graphs. CoRR abs/1811.10797 (2018)
[i80]Jia Chen, Gang Wang, Georgios B. Giannakis:
Graph Multiview Canonical Correlation Analysis. CoRR abs/1811.12345 (2018)
[i79]Yanning Shen, Geert Leus, Georgios B. Giannakis:
Online Graph-Adaptive Learning with Scalability and Privacy. CoRR abs/1812.00974 (2018)
[i78]Tianyi Chen, Kaiqing Zhang, Georgios B. Giannakis, Tamer Basar:
Communication-Efficient Distributed Reinforcement Learning. CoRR abs/1812.03239 (2018)
[i77]Alireza Sadeghi, Fatemeh Sheikholeslami, Antonio G. Marques, Georgios B. Giannakis:
Reinforcement Learning for Adaptive Caching with Dynamic Storage Pricing. CoRR abs/1812.08593 (2018)- 2017
[j376]Xinchen Lyu
, Wei Ni
, Hui Tian
, Ren Ping Liu
, Xin Wang
, Georgios B. Giannakis
, Arogyaswami Paulraj:
Optimal Schedule of Mobile Edge Computing for Internet of Things Using Partial Information. IEEE J. Sel. Areas Commun. 35(11): 2606-2615 (2017)
[j375]Daniel Romero, Vassilis N. Ioannidis, Georgios B. Giannakis
:
Kernel-Based Reconstruction of Space-Time Functions on Dynamic Graphs. IEEE J. Sel. Top. Signal Process. 11(6): 856-869 (2017)
[j374]Tianyi Chen, Antonio G. Marqués
, Georgios B. Giannakis
:
DGLB: Distributed Stochastic Geographical Load Balancing over Cloud Networks. IEEE Trans. Parallel Distributed Syst. 28(7): 1866-1880 (2017)
[j373]Seung-Jun Kim, Georgios B. Giannakis
:
An Online Convex Optimization Approach to Real-Time Energy Pricing for Demand Response. IEEE Trans. Smart Grid 8(6): 2784-2793 (2017)
[j372]Daniel Romero, Meng Ma, Georgios B. Giannakis
:
Kernel-Based Reconstruction of Graph Signals. IEEE Trans. Signal Process. 65(3): 764-778 (2017)
[j371]Brian Baingana, Georgios B. Giannakis
:
Tracking Switched Dynamic Network Topologies From Information Cascades. IEEE Trans. Signal Process. 65(4): 985-997 (2017)
[j370]Gang Wang
, Georgios B. Giannakis
, Jie Chen:
Scalable Solvers of Random Quadratic Equations via Stochastic Truncated Amplitude Flow. IEEE Trans. Signal Process. 65(8): 1961-1974 (2017)
[j369]Yanning Shen
, Brian Baingana, Georgios B. Giannakis
:
Kernel-Based Structural Equation Models for Topology Identification of Directed Networks. IEEE Trans. Signal Process. 65(10): 2503-2516 (2017)
[j368]Daniel Romero, Seung-Jun Kim, Georgios B. Giannakis
, Roberto López-Valcarce
:
Learning Power Spectrum Maps From Quantized Power Measurements. IEEE Trans. Signal Process. 65(10): 2547-2560 (2017)
[j367]Tianyi Chen, Aryan Mokhtari, Xin Wang
, Alejandro Ribeiro
, Georgios B. Giannakis
:
Stochastic Averaging for Constrained Optimization With Application to Online Resource Allocation. IEEE Trans. Signal Process. 65(12): 3078-3093 (2017)
[j366]Yanning Shen
, Brian Baingana, Georgios B. Giannakis
:
Tensor Decompositions for Identifying Directed Graph Topologies and Tracking Dynamic Networks. IEEE Trans. Signal Process. 65(14): 3675-3687 (2017)
[j365]Dimitris Berberidis, Georgios B. Giannakis
:
Data Sketching for Large-Scale Kalman Filtering. IEEE Trans. Signal Process. 65(14): 3688-3701 (2017)
[j364]Yanning Shen
, Morteza Mardani, Georgios B. Giannakis
:
Online Categorical Subspace Learning for Sketching Big Data with Misses. IEEE Trans. Signal Process. 65(15): 4004-4018 (2017)
[j363]Tianyi Chen, Qing Ling, Georgios B. Giannakis
:
An Online Convex Optimization Approach to Proactive Network Resource Allocation. IEEE Trans. Signal Process. 65(24): 6350-6364 (2017)
[j362]Liang Zhang
, Gang Wang
, Daniel Romero
, Georgios B. Giannakis
:
Randomized Block Frank-Wolfe for Convergent Large-Scale Learning. IEEE Trans. Signal Process. 65(24): 6448-6461 (2017)
[j361]Donghoon Lee
, Seung-Jun Kim, Georgios B. Giannakis
:
Channel Gain Cartography for Cognitive Radios Leveraging Low Rank and Sparsity. IEEE Trans. Wirel. Commun. 16(9): 5953-5966 (2017)
[j360]Xiaojing Chen, Wei Ni, Tianyi Chen, Iain B. Collings
, Xin Wang
, Georgios B. Giannakis
:
Real-Time Energy Trading and Future Planning for Fifth Generation Wireless Communications. IEEE Wirel. Commun. 24(4): 24-30 (2017)
[c375]Tianyi Chen, Yanning Shen
, Qing Ling, Georgios B. Giannakis
:
Online learning for "thing-adaptive" Fog Computing in IoT. ACSSC 2017: 664-668
[c374]Yanning Shen
, Xiao Fu, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Directed network topology inference via sparse joint diagonalization. ACSSC 2017: 698-702
[c373]Fatemeh Sheikholeslami, Georgios B. Giannakis
:
Soft unveiling of communities via egonet tensors. ACSSC 2017: 980-984
[c372]Georgios Vasileios Karanikolas, Olaf Sporns
, Georgios B. Giannakis
:
Multi-kernel change detection for dynamic functional connectivity graphs. ACSSC 2017: 1555-1559
[c371]Fatemeh Sheikholeslami, Georgios B. Giannakis
:
Scalable kernel-based learning via low-rank approximation of lifted data. Allerton 2017: 596-603
[c370]Fatemeh Sheikholeslami, Dimitris Berberidis, Georgios B. Giannakis
:
Memory efficient low-rank non-linear subspace tracking. CAMSAP 2017: 1-5
[c369]Yanning Shen
, Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Nonlinear dimensionality reduction on graphs. CAMSAP 2017: 1-5
[c368]Panagiotis A. Traganitis, Georgios B. Giannakis
:
Distributed sketched subspace clustering for large-scale datasets. CAMSAP 2017: 1-5
[c367]Liang Zhang, Gang Wang
, Georgios B. Giannakis
:
Going beyond linear dependencies to unveil connectivity of meshed grids. CAMSAP 2017: 1-5
[c366]Tianyi Chen, Qing Ling, Georgios B. Giannakis
:
Online convex optimization for dynamic network resource allocation. EUSIPCO 2017: 136-140
[c365]Panagiotis A. Traganitis
, Yanning Shen
, Georgios B. Giannakis
:
Network topology inference via elastic net structural equation models. EUSIPCO 2017: 146-150
[c364]Gang Wang
, Georgios B. Giannakis
, Jie Chen:
Solving large-scale systems of random quadratic equations via stochastic truncated amplitude flow. EUSIPCO 2017: 1420-1424
[c363]Vassilis N. Ioannidis, Daniel Romero, Georgios B. Giannakis
:
Inference of spatiotemporal processes over graphs via kernel kriged Kalman filtering. EUSIPCO 2017: 1679-1683
[c362]Panagiotis A. Traganitis, Alba Pagès-Zamora
, Georgios B. Giannakis
:
Learning from unequally reliable blind ensembles of classifiers. GlobalSIP 2017: 106-110
[c361]Vassilis N. Ioannidis, Athanasios N. Nikolakopoulos
, Georgios B. Giannakis
:
Semi-parametric graph kernel-based reconstruction. GlobalSIP 2017: 588-592
[c360]Dimitris Berberidis, Georgios B. Giannakis
:
Active sampling for graph-aware classification. GlobalSIP 2017: 648-652
[c359]Bingcong Li, Tianyi Chen, Xin Wang, Georgios B. Giannakis
:
Real-time energy management with improved cost-capacity tradeoff. GlobalSIP 2017: 1045-1049
[c358]Xiaojing Chen, Wei Ni, Tianyi Chen, Iain B. Collings
, Xin Wang, Ren Ping Liu, Georgios B. Giannakis
:
Distributed Stochastic Optimization of Network Function Virtualization. GLOBECOM 2017: 1-6
[c357]Gang Wang
, Georgios B. Giannakis
, Jie Chen, Mehmet Akçakaya
:
SPARTA: Sparse phase retrieval via Truncated Amplitude flow. ICASSP 2017: 3974-3978
[c356]Alba Pagès-Zamora
, Georgios B. Giannakis
, Roberto López-Valcarce, Pere Gimenez-Febrer:
Robust clustering of data collected via crowdsourcing. ICASSP 2017: 4014-4018
[c355]Zifeng Wang, Zheng Yu, Qing Ling, Dimitris Berberidis, Georgios B. Giannakis
:
Distributed recursive least-squares with data-adaptive censoring. ICASSP 2017: 5860-5864
[c354]G. V. Karanikolas, Georgios B. Giannakis
:
Identifying directional connections in brain networks via multi-kernel granger models. ICASSP 2017: 6304-6308
[c353]Yanning Shen
, Brian Baingana, Georgios B. Giannakis
:
Topology inference of directed graphs using nonlinear structural vector autoregressive models. ICASSP 2017: 6513-6517
[c352]Fatemeh Sheikholeslami, Georgios B. Giannakis
:
Overlapping Community Detection via Constrained PARAFAC: A Divide and Conquer Approach. ICDM 2017: 127-136
[c351]Panagiotis A. Traganitis
, Yanning Shen
, Georgios B. Giannakis
:
Topology inference of multilayer networks. INFOCOM Workshops 2017: 898-903
[c350]Alireza Sadeghi, Siavash Ghavami, Georgios B. Giannakis
:
Performance bounds of estimators in molecular communications under structural constraints. NANOCOM 2017: 20:1-20:6
[c349]Gang Wang, Georgios B. Giannakis, Yousef Saad, Jie Chen:
Solving Most Systems of Random Quadratic Equations. NIPS 2017: 1867-1877
[c348]Tianyi Chen, Qing Ling, Georgios B. Giannakis
:
Learn-and-adapt network resource allocation. SPAWC 2017: 1-5
[i76]Tianyi Chen, Qing Ling, Georgios B. Giannakis:
An Online Convex Optimization Approach to Dynamic Network Resource Allocation. CoRR abs/1701.03974 (2017)
[i75]Tianyi Chen, Qing Ling, Georgios B. Giannakis:
Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation. CoRR abs/1703.01673 (2017)
[i74]Gang Wang, Ahmed S. Zamzam, Georgios B. Giannakis, Nicholas D. Sidiropoulos:
Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramer-Rao Bound. CoRR abs/1705.04031 (2017)
[i73]Gang Wang, Georgios B. Giannakis, Yousef Saad, Jie Chen:
Solving Almost all Systems of Random Quadratic Equations. CoRR abs/1705.10407 (2017)
[i72]Fatemeh Sheikholeslami, Georgios B. Giannakis:
Identification of Overlapping Communities via Constrained Egonet Tensor Decomposition. CoRR abs/1707.04607 (2017)
[i71]Panagiotis A. Traganitis, Georgios B. Giannakis:
Sketched Subspace Clustering. CoRR abs/1707.07196 (2017)
[i70]Tianyi Chen, Georgios B. Giannakis:
Bandit Convex Optimization for Scalable and Dynamic IoT Management. CoRR abs/1707.09060 (2017)
[i69]Vassilis Kekatos, Gang Wang, Hao Zhu, Georgios B. Giannakis:
PSSE Redux: Convex Relaxation, Decentralized, Robust, and Dynamic Approaches. CoRR abs/1708.03981 (2017)
[i68]Gang Wang, Georgios B. Giannakis, Jie Chen:
Robust and Scalable Power System State Estimation via Composite Optimization. CoRR abs/1708.06013 (2017)
[i67]Alireza Sadeghi, Fatemeh Sheikholeslami, Georgios B. Giannakis:
Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-time Popularities. CoRR abs/1708.06698 (2017)
[i66]Gang Wang, Jia Chen, Georgios B. Giannakis:
DPCA: Dimensionality Reduction for Discriminative Analytics of Multiple Large-Scale Datasets. CoRR abs/1710.09429 (2017)
[i65]Vassilis N. Ioannidis, Daniel Romero, Georgios B. Giannakis:
Inference of Spatio-Temporal Functions over Graphs via Multi-Kernel Kriged Kalman Filtering. CoRR abs/1711.09306 (2017)
[i64]Vassilis N. Ioannidis, Meng Ma, Athanasios N. Nikolakopoulos, Georgios B. Giannakis:
Kernel-based Inference of Functions over Graphs. CoRR abs/1711.10353 (2017)
[i63]Liang Zhang, Gang Wang, Georgios B. Giannakis, Jie Chen:
Compressive Phase Retrieval via Reweighted Amplitude Flow. CoRR abs/1712.02426 (2017)
[i62]Panagiotis A. Traganitis, Alba Pagès-Zamora, Georgios B. Giannakis:
Blind Multi-class Ensemble Learning with Unequally Reliable Classifiers. CoRR abs/1712.02903 (2017)
[i61]Yanning Shen, Tianyi Chen, Georgios B. Giannakis:
Online Ensemble Multi-kernel Learning Adaptive to Non-stationary and Adversarial Environments. CoRR abs/1712.09983 (2017)- 2016
[j359]Tianyi Chen, Yu Zhang
, Xin Wang
, Georgios B. Giannakis
:
Robust Workload and Energy Management for Sustainable Data Centers. IEEE J. Sel. Areas Commun. 34(3): 651-664 (2016)
[j358]Xin Wang
, Yu Zhang
, Tianyi Chen, Georgios B. Giannakis
:
Dynamic Energy Management for Smart-Grid-Powered Coordinated Multipoint Systems. IEEE J. Sel. Areas Commun. 34(5): 1348-1359 (2016)
[j357]Xin Wang
, Tianyi Chen, Xiaojing Chen, Xiaolin Zhou, Georgios B. Giannakis
:
Dynamic Resource Allocation for Smart-Grid Powered MIMO Downlink Transmissions. IEEE J. Sel. Areas Commun. 34(12): 3354-3365 (2016)
[j356]Tianyi Chen, Xin Wang
, Georgios B. Giannakis
:
Cooling-Aware Energy and Workload Management in Data Centers via Stochastic Optimization. IEEE J. Sel. Top. Signal Process. 10(2): 402-415 (2016)
[j355]Morteza Mardani, Georgios B. Giannakis
:
Estimating Traffic and Anomaly Maps via Network Tomography. IEEE/ACM Trans. Netw. 24(3): 1533-1547 (2016)
[j354]Vassilis Kekatos
, Georgios B. Giannakis
, Ross Baldick:
Online Energy Price Matrix Factorization for Power Grid Topology Tracking. IEEE Trans. Smart Grid 7(3): 1239-1248 (2016)
[j353]Swaroop S. Guggilam, Emiliano Dall'Anese
, Yu Christine Chen, Sairaj V. Dhople, Georgios B. Giannakis
:
Scalable Optimization Methods for Distribution Networks With High PV Integration. IEEE Trans. Smart Grid 7(4): 2061-2070 (2016)
[j352]Brian Baingana, Georgios B. Giannakis
:
Joint Community and Anomaly Tracking in Dynamic Networks. IEEE Trans. Signal Process. 64(8): 2013-2025 (2016)
[j351]Dimitris Berberidis, Vassilis Kekatos
, Georgios B. Giannakis
:
Online Censoring for Large-Scale Regressions with Application to Streaming Big Data. IEEE Trans. Signal Process. 64(15): 3854-3867 (2016)
[j350]Swayambhoo Jain, Seung-Jun Kim, Georgios B. Giannakis
:
Backhaul-Constrained Multicell Cooperation Leveraging Sparsity and Spectral Clustering. IEEE Trans. Wirel. Commun. 15(2): 899-912 (2016)
[j349]Shuyan Hu
, Yu Zhang
, Xin Wang
, Georgios B. Giannakis
:
Weighted Sum-Rate Maximization for MIMO Downlink Systems Powered by Renewables. IEEE Trans. Wirel. Commun. 15(8): 5615-5625 (2016)
[c347]Tianyi Chen, Antonio G. Marqués
, Georgios B. Giannakis
:
Space-time scheduling for green data center networks. ACSSC 2016: 795-799
[c346]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
A randomized approach to large-scale subspace clustering. ACSSC 2016: 1019-1023
[c345]Yanning Shen
, Brian Baingana, Georgios B. Giannakis
:
Inferring directed network topologies via tensor factorization. ACSSC 2016: 1739-1743
[c344]Vassilis N. Ioannidis, Daniel Romero, Georgios B. Giannakis
:
Kernel-based reconstruction of space-time functions via extended graphs. ACSSC 2016: 1829-1833
[c343]Liang Zhang, Vassilis Kekatos
, Georgios B. Giannakis
:
A generalized Frank-wolfe approach to decentralized electric vehicle charging. CDC 2016: 1105-1111
[c342]Yanning Shen
, Brian Baingana, Georgios B. Giannakis
:
Nonlinear structural equation models for network topology inference. CISS 2016: 163-168
[c341]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
Efficient subspace clustering of large-scale data streams with misses. CISS 2016: 590-595
[c340]Yanning Shen
, Georgios B. Giannakis
:
Online dictionary learning from large-scale binary data. EUSIPCO 2016: 1808-1812
[c339]Fatemeh Sheikholeslami, Brian Baingana, Georgios B. Giannakis
, Nikolas D. Sidiropoulos
:
Egonet tensor decomposition for community identification. GlobalSIP 2016: 341-345
[c338]Yanning Shen
, Brian Baingana, Georgios B. Giannakis
:
Tracking dynamic piecewise-constant network topologies via adaptive tensor factorization. GlobalSIP 2016: 375-379
[c337]Tianyi Chen, Aryan Mokhtari, Xin Wang, Alejandro Ribeiro
, Georgios B. Giannakis
:
A data-driven approach to stochastic network optimization. GlobalSIP 2016: 510-514
[c336]Gang Wang
, Ahmed S. Zamzam
, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Power system state estimation via feasible point pursuit. GlobalSIP 2016: 773-777
[c335]Daniel Romero, Donghoon Lee, Georgios B. Giannakis
:
Blind channel gain cartography. GlobalSIP 2016: 1110-1115
[c334]Panagiotis A. Traganitis
, Georgios B. Giannakis
:
PARAFAC-based multilinear subspace clustering for tensor data. GlobalSIP 2016: 1280-1284
[c333]Xiaojing Chen, Tianyi Chen, Xin Wang, Longbo Huang, Georgios B. Giannakis
:
Two-Scale Stochastic Control for Smart-Grid Powered Coordinated Multi-Point Systems. GLOBECOM 2016: 1-6
[c332]Mahdi Zamanighomi, Zhengdao Wang, Georgios B. Giannakis
:
Estimating high-dimensional covariance matrices with misses for Kronecker product expansion models. ICASSP 2016: 2667-2671
[c331]Xiaojing Chen, Tianyi Chen, Xin Wang, Georgios B. Giannakis
:
Stochastic online control for smart-grid powered MIMO downlink transmissions. ICASSP 2016: 3451-3455
[c330]Gang Wang
, Vassilis Kekatos
, Georgios B. Giannakis
:
Stochastic energy management in distribution grids. ICASSP 2016: 3476-3480
[c329]Tianyi Chen, Yu Zhang
, Xin Wang, Georgios B. Giannakis
:
Robust geographical load balancing for sustainable data centers. ICASSP 2016: 3526-3530
[c328]Daniel Romero, Dimitris Berberidis, Georgios B. Giannakis
:
Quickest convergence of online algorithms via data selection. ICASSP 2016: 6185-6189
[c327]Dimitris Berberidis, Georgios B. Giannakis
:
Data sketching for large-scale Kalman filtering. ICASSP 2016: 6195-6199
[c326]G. V. Karanikolas, Georgios B. Giannakis
, Konstantinos Slavakis, Richard M. Leahy:
Multi-kernel based nonlinear models for connectivity identification of brain networks. ICASSP 2016: 6315-6319
[c325]Gang Wang, Georgios B. Giannakis:
Solving Random Systems of Quadratic Equations via Truncated Generalized Gradient Flow. NIPS 2016: 568-576
[c324]Daniel Romero, Meng Ma, Georgios B. Giannakis
:
Estimating signals over graphs via multi-kernel learning. SSP 2016: 1-5
[c323]Liang Zhang, Daniel Romero, Georgios B. Giannakis
:
Fast convergent algorithms for multi-kernel regression. SSP 2016: 1-4
[i60]Fatemeh Sheikholeslami, Dimitris Berberidis, Georgios B. Giannakis:
Large-scale Kernel-based Feature Extraction via Budgeted Nonlinear Subspace Tracking. CoRR abs/1601.07947 (2016)
[i59]Xin Wang, Xiaojing Chen, Tianyi Chen, Longbo Huang, Georgios B. Giannakis:
Two-Scale Stochastic Control for Multipoint Communication Systems with Renewables. CoRR abs/1602.08805 (2016)
[i58]Daniel Romero, Meng Ma, Georgios B. Giannakis:
Kernel-based Reconstruction of Graph Signals. CoRR abs/1605.07174 (2016)
[i57]Gang Wang, Georgios B. Giannakis:
Solving Random Systems of Quadratic Equations via Truncated Generalized Gradient Flow. CoRR abs/1605.08285 (2016)
[i56]Daniel Romero, Seung-Jun Kim, Georgios B. Giannakis, Roberto López-Valcarce:
Learning Power Spectrum Maps from Quantized Power Measurements. CoRR abs/1606.02679 (2016)
[i55]Dimitris Berberidis, Georgios B. Giannakis:
Data Sketching for Large-Scale Kalman Filtering. CoRR abs/1606.08136 (2016)
[i54]Luis M. Lopez-Ramos, Vassilis Kekatos, Antonio G. Marqués, Georgios B. Giannakis:
Two-Timescale Stochastic Dispatch of Smart Distribution Grids. CoRR abs/1608.05269 (2016)
[i53]Zhangyang Wang, Liang Zhang, Yingzhen Yang, Jiayu Zhou, Georgios B. Giannakis, Thomas S. Huang:
Deep Double Sparsity Encoder: Learning to Sparsify Not Only Features But Also Parameters. CoRR abs/1608.06374 (2016)
[i52]Morteza Mardani, Georgios B. Giannakis, Kâmil Ugurbil:
Tracking Tensor Subspaces with Informative Random Sampling for Real-Time MR Imaging. CoRR abs/1609.04104 (2016)
[i51]Tianyi Chen, Aryan Mokhtari, Xin Wang, Alejandro Ribeiro, Georgios B. Giannakis:
Stochastic Averaging for Constrained Optimization with Application to Online Resource Allocation. CoRR abs/1610.02143 (2016)
[i50]Gang Wang, Georgios B. Giannakis, Jie Chen:
Solving Large-scale Systems of Random Quadratic Equations via Stochastic Truncated Amplitude Flow. CoRR abs/1610.09540 (2016)
[i49]Gang Wang, Liang Zhang, Georgios B. Giannakis, Mehmet Akçakaya, Jie Chen:
Sparse Phase Retrieval via Truncated Amplitude Flow. CoRR abs/1611.07641 (2016)
[i48]Daniel Romero, Vassilis N. Ioannidis, Georgios B. Giannakis:
Kernel-based Reconstruction of Space-time Functions on Dynamic Graphs. CoRR abs/1612.03615 (2016)
[i47]Zifeng Wang, Zheng Yu, Qing Ling, Dimitris Berberidis, Georgios B. Giannakis:
Decentralized RLS with Data-Adaptive Censoring for Regressions over Large-Scale Networks. CoRR abs/1612.08263 (2016)
[i46]Liang Zhang, Gang Wang, Daniel Romero, Georgios B. Giannakis:
Randomized Block Frank-Wolfe for Convergent Large-Scale Learning. CoRR abs/1612.08461 (2016)- 2015
[j348]Georgios B. Giannakis
, Raphael Cendrillon, Volkan Cevher, Ananthram Swami, Zhi Tian:
Introduction to the issue on signal processing for big data. IEEE J. Sel. Top. Signal Process. 9(4): 583-585 (2015)
[j347]Panagiotis A. Traganitis
, Konstantinos Slavakis, Georgios B. Giannakis
:
Sketch and Validate for Big Data Clustering. IEEE J. Sel. Top. Signal Process. 9(4): 678-690 (2015)
[j346]Nasim Yahya Soltani, Seung-Jun Kim, Georgios B. Giannakis
:
Real-Time Load Elasticity Tracking and Pricing for Electric Vehicle Charging. IEEE Trans. Smart Grid 6(3): 1303-1313 (2015)
[j345]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors. IEEE Trans. Signal Process. 63(10): 2663-2677 (2015)
[j344]Xin Wang
, Yu Zhang
, Georgios B. Giannakis
, Shuyan Hu
:
Robust Smart-Grid-Powered Cooperative Multipoint Systems. IEEE Trans. Wirel. Commun. 14(11): 6188-6199 (2015)
[c322]Sundeep Prabhakar Chepuri, Yu Zhang
, Geert Leus
, Georgios B. Giannakis
:
Big data sketching with model mismatch. ACSSC 2015: 97-101
[c321]Panagiotis A. Traganitis
, Konstantinos Slavakis, Georgios B. Giannakis
:
Large-scale subspace clustering using random sketching and validation. ACSSC 2015: 107-111
[c320]Dimitris Berberidis, Georgios B. Giannakis
:
Data sketching for tracking large-scale dynamical processes. ACSSC 2015: 345-349
[c319]Brian Baingana, Emiliano Dall'Anese
, Gonzalo Mateos, Georgios B. Giannakis
:
Robust kriged Kalman filtering. ACSSC 2015: 1525-1529
[c318]Emiliano Dall'Anese
, Sairaj V. Dhople, Georgios B. Giannakis
:
Regulation of dynamical systems to optimal solutions of semidefinite programs: Algorithms and applications to AC optimal power flow. ACC 2015: 2087-2092
[c317]Yu Zhang
, Xin Wang, Georgios B. Giannakis
, Shuyan Hu:
Distributed robust resource allocation for renewable powered wireless cellular networks. BlackSeaCom 2015: 210-214
[c316]Brian Baingana, Georgios B. Giannakis
:
Dynamic and decentralized learning of overlapping network communities. CAMSAP 2015: 97-100
[c315]Daniel Romero, Seung-Jun Kim, Georgios B. Giannakis
:
Stochastic semiparametric regression for spectrum cartography. CAMSAP 2015: 513-516
[c314]Daniel Romero, Seung-Jun Kim, Georgios B. Giannakis
:
Online spectrum cartography via quantized measurements. CISS 2015: 1-4
[c313]Fatemeh Sheikholeslami, Georgios B. Giannakis
:
Online subspace learning and nonlinear classification of Big Data with misses. CISS 2015: 1-6
[c312]Yanning Shen
, Morteza Mardani, Georgios B. Giannakis
:
Online sketching of big categorical data with absent features. CISS 2015: 1-6
[c311]Panagiotis A. Traganitis
, Konstantinos Slavakis, Georgios B. Giannakis
:
Spectral clustering of large-scale communities via random sketching and validation. CISS 2015: 1-6
[c310]Yu Zhang
, Seung-Jun Kim, Georgios B. Giannakis
:
Short-term wind power forecasting using nonnegative sparse coding. CISS 2015: 1-5
[c309]Morteza Mardani, Georgios B. Giannakis
:
Online sketching for big data subspace learning. EUSIPCO 2015: 2511-2515
[c308]Tianyi Chen, Xin Wang, Georgios B. Giannakis
:
Energy and workload management for data centers in renewable-integrated power grid. GlobalSIP 2015: 513-517
[c307]Brian Baingana, Georgios B. Giannakis
:
Switched dynamic structural equation models for tracking social network topologies. GlobalSIP 2015: 682-686
[c306]Fatemeh Sheikholeslami, Dimitris Berberidis, Georgios B. Giannakis
:
Kernel-based low-rank feature extraction on a budget for big data streams. GlobalSIP 2015: 928-932
[c305]Luis M. Lopez-Ramos
, Vassilis Kekatos
, Antonio G. Marqués
, Georgios B. Giannakis
:
Microgrid dispatch and price of reliability using stochastic approximation. GlobalSIP 2015: 1131-1135
[c304]Xin Wang, Tianyi Chen, Yu Zhang
, Georgios B. Giannakis
:
Optimal Dynamic Power Management for Green Coordinated Multipoint Systems. GLOBECOM 2015: 1-6
[c303]Brian Baingana, Georgios B. Giannakis
:
Kernel-based embeddings for large graphs with centrality constraints. ICASSP 2015: 1901-1905
[c302]Daniel Romero, Seung-Jun Kim, Roberto López-Valcarce, Georgios B. Giannakis
:
Spectrum cartography using quantized observations. ICASSP 2015: 3252-3256
[c301]Dimitris K. Berberidis, Vassilis Kekatos
, Gang Wang
, Georgios B. Giannakis
:
Adaptive censoring for large-scale regressions. ICASSP 2015: 5475-5479
[c300]Xin Wang, Georgios B. Giannakis
:
CSMA/CCA: A Modified CSMA/CA Protocol Mitigating the Fairness Problem for IEEE 802.11 DCF. MSAN 2015: 88-95
[c299]Vassilis Kekatos
, Liang Zhang, Georgios B. Giannakis
, Ross Baldick:
Fast localized voltage regulation in single-phase distribution grids. SmartGridComm 2015: 725-730
[c298]Shuyan Hu, Xin Wang, Yu Zhang
, Georgios B. Giannakis
:
Optimal resource allocation for smart-grid powered MIMO broadcast channels. WCSP 2015: 1-5
[c297]Antonio G. Marqués
, Sergio Molinero, Georgios B. Giannakis
:
Underlay multi-hop cognitive networks with orthogonal access. WOWMOM 2015: 1-6
[i45]Panagiotis A. Traganitis, Konstantinos Slavakis, Georgios B. Giannakis:
Sketch and Validate for Big Data Clustering. CoRR abs/1501.05590 (2015)
[i44]Georgios B. Giannakis, Qing Ling, Gonzalo Mateos, Ioannis D. Schizas, Hao Zhu:
Decentralized learning for wireless communications and networking. CoRR abs/1503.08855 (2015)
[i43]Yu Zhang, Georgios B. Giannakis:
Distributed Stochastic Market Clearing with High-Penetration Wind Power. CoRR abs/1504.03274 (2015)
[i42]Brian Baingana, Georgios B. Giannakis:
Joint community and anomaly tracking in dynamic networks. CoRR abs/1506.07611 (2015)
[i41]Gang Wang, Vassilis Kekatos, Antonio J. Conejo, Georgios B. Giannakis:
Ergodic Energy Management Leveraging Resource Variability in Distribution Grids. CoRR abs/1508.00654 (2015)
[i40]Vassilis Kekatos, Liang Zhang, Georgios B. Giannakis, Ross Baldick:
Voltage Regulation Algorithms for Multiphase Power Distribution Grids. CoRR abs/1508.06594 (2015)
[i39]Panagiotis A. Traganitis, Konstantinos Slavakis, Georgios B. Giannakis:
Large-scale subspace clustering using sketching and validation. CoRR abs/1510.01628 (2015)- 2014
[j343]Shahrokh Farahmand
, Georgios B. Giannakis
, Geert Leus
, Zhi Tian:
Tracking target signal strengths on a grid using sparsity. EURASIP J. Adv. Signal Process. 2014: 7 (2014)
[j342]Antonio G. Marqués
, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Cross-Layer Optimization and Receiver Localization for Cognitive Networks Using Interference Tweets. IEEE J. Sel. Areas Commun. 32(3): 641-653 (2014)
[j341]Brian Baingana, Gonzalo Mateos
, Georgios B. Giannakis
:
Proximal-Gradient Algorithms for Tracking Cascades Over Social Networks. IEEE J. Sel. Top. Signal Process. 8(4): 563-575 (2014)
[j340]Hao Zhu, Georgios B. Giannakis
:
Power System Nonlinear State Estimation Using Distributed Semidefinite Programming. IEEE J. Sel. Top. Signal Process. 8(6): 1039-1050 (2014)
[j339]Vassilis Kekatos
, Yu Zhang
, Georgios B. Giannakis
:
Electricity Market Forecasting via Low-Rank Multi-Kernel Learning. IEEE J. Sel. Top. Signal Process. 8(6): 1182-1193 (2014)
[j338]Georgios B. Giannakis
, Francis R. Bach, Raphael Cendrillon, Michael W. Mahoney, Jennifer Neville:
Signal Processing for Big Data [From the Guest Editors]. IEEE Signal Process. Mag. 31(5): 15-16 (2014)
[j337]Konstantinos Slavakis, Georgios B. Giannakis
, Gonzalo Mateos
:
Modeling and Optimization for Big Data Analytics: (Statistical) learning tools for our era of data deluge. IEEE Signal Process. Mag. 31(5): 18-31 (2014)
[j336]Konstantinos Slavakis, Seung-Jun Kim, Gonzalo Mateos
, Georgios B. Giannakis
:
Stochastic Approximation vis-a-vis Online Learning for Big Data Analytics [Lecture Notes]. IEEE Signal Process. Mag. 31(6): 124-129 (2014)
[j335]Ketan Rajawat, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Dynamic Network Delay Cartography. IEEE Trans. Inf. Theory 60(5): 2910-2920 (2014)
[j334]Pedro A. Forero, Ketan Rajawat, Georgios B. Giannakis
:
Prediction of Partially Observed Dynamical Processes Over Networks via Dictionary Learning. IEEE Trans. Signal Process. 62(13): 3305-3320 (2014)
[c296]Dimitris Berberidis, Gang Wang, Georgios B. Giannakis
, Vassilis Kekatos
:
Online censoring for large-scale regressions. ACSSC 2014: 14-18
[c295]Seung-Jun Kim, Georgios B. Giannakis
, Kwang Y. Lee:
Online optimal power flow with renewables. ACSSC 2014: 355-360
[c294]Panagiotis A. Traganitis
, Konstantinos Slavakis, Georgios B. Giannakis
:
Big data clustering via random sketching and validation. ACSSC 2014: 1046-1050
[c293]Fatemeh Sheikholeslami, Morteza Mardani, Georgios B. Giannakis
:
Classification of streaming big data with misses. ACSSC 2014: 1051-1055
[c292]Yu Zhang
, Georgios B. Giannakis
:
Distributed market clearing with wind generation and large-scale dispatchable loads. CDC 2014: 941-946
[c291]Mahdi Zamanighomi, Zhengdao Wang
, Konstantinos Slavakis, Georgios B. Giannakis
:
Linear minimum mean-square error estimation based on high-dimensional data with missing values. CISS 2014: 1-5
[c290]Nasim Yahya Soltani, Georgios B. Giannakis
:
Online learning of electric vehicle consumers' charging behavior with missing data. GlobalSIP 2014: 243-247
[c289]Panagiotis A. Traganitis
, Konstantinos Slavakis, Georgios B. Giannakis
:
Clustering high-dimensional data via random sampling and consensus. GlobalSIP 2014: 307-311
[c288]Gang Wang
, Dimitris Berberidis, Vassilis Kekatos
, Georgios B. Giannakis
:
Online reconstruction from big data via compressive censoring. GlobalSIP 2014: 326-330
[c287]Brian Baingana, Georgios B. Giannakis
:
Tracking anomalous community memberships in time-varying networks. GlobalSIP 2014: 867-871
[c286]Konstantinos Slavakis, Georgios B. Giannakis
:
Online dictionary learning from big data using accelerated stochastic approximation algorithms. ICASSP 2014: 16-20
[c285]Brian Baingana, Gonzalo Mateos
, Georgios B. Giannakis
:
A proximal gradient algorithm for tracking cascades over networks. ICASSP 2014: 4778-4782
[c284]Seung-Jun Kim, Gang Wang
, Georgios B. Giannakis
:
Online semidefinite programming for power system state estimation. ICASSP 2014: 6024-6027
[c283]Jarvis D. Haupt, Nikos D. Sidiropoulos
, Georgios B. Giannakis
:
Sparse dictionary learning from 1-BIT data. ICASSP 2014: 7664-7668
[c282]Vassilis Kekatos
, Yu Zhang
, Georgios B. Giannakis
:
Kernel selection for power market inference via block successive upper bound minimization. ICASSP 2014: 7684-7688
[c281]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Imputation of streaming low-rank tensor data. SAM 2014: 433-436
[c280]Seung-Jun Kim, Georgios B. Giannakis
:
Real-time electricity pricing for demand response using online convex optimization. ISGT 2014: 1-5
[i38]Morteza Mardani, Gonzalo Mateos, Georgios B. Giannakis:
Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors. CoRR abs/1404.4667 (2014)
[i37]Emiliano Dall'Anese, Sairaj V. Dhople, Brian B. Johnson, Georgios B. Giannakis:
Optimal Dispatch of Residential Photovoltaic Inverters Under Forecasting Uncertainties. CoRR abs/1407.0597 (2014)
[i36]Morteza Mardani, Georgios B. Giannakis:
Estimating Traffic and Anomaly Maps via Network Tomography. CoRR abs/1407.1660 (2014)
[i35]Vassilis Kekatos, Gang Wang, Antonio J. Conejo, Georgios B. Giannakis:
Stochastic Reactive Power Management in Microgrids with Renewables. CoRR abs/1409.6758 (2014)
[i34]Swayambhoo Jain, Seung-Jun Kim, Georgios B. Giannakis:
Backhaul-Constrained Multi-Cell Cooperation Leveraging Sparsity and Spectral Clustering. CoRR abs/1409.8359 (2014)
[i33]Vassilis Kekatos, Georgios B. Giannakis, Ross Baldick:
Online Energy Price Matrix Factorization for Power Grid Topology Tracking. CoRR abs/1410.6095 (2014)- 2013
[j333]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Dynamic Anomalography: Tracking Network Anomalies Via Sparsity and Low Rank. IEEE J. Sel. Top. Signal Process. 7(1): 50-66 (2013)
[j332]Xiaodong Cai, Juan Andrés Bazerque
, Georgios B. Giannakis
:
Inference of Gene Regulatory Networks with Sparse Structural Equation Models Exploiting Genetic Perturbations. PLoS Comput. Biol. 9(5) (2013)
[j331]Juan Andrés Bazerque
, Georgios B. Giannakis
:
Nonparametric Basis Pursuit via Sparse Kernel-Based Learning: A Unifying View with Advances in Blind Methods. IEEE Signal Process. Mag. 30(4): 112-125 (2013)
[j330]Georgios B. Giannakis
, Vassilis Kekatos
, Nikolaos Gatsis, Seung-Jun Kim, Hao Zhu, Bruce F. Wollenberg:
Monitoring and Optimization for Power Grids: A Signal Processing Perspective. IEEE Signal Process. Mag. 30(5): 107-128 (2013)
[j329]Daniele Angelosante, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Sparse Parametric Models for Robust Nonstationary Signal Analysis: Leveraging the Power of Sparse Regression. IEEE Signal Process. Mag. 30(6): 64-73 (2013)
[j328]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Recovery of Low-Rank Plus Compressed Sparse Matrices With Application to Unveiling Traffic Anomalies. IEEE Trans. Inf. Theory 59(8): 5186-5205 (2013)
[j327]Emiliano Dall'Anese
, Hao Zhu, Georgios B. Giannakis
:
Distributed Optimal Power Flow for Smart Microgrids. IEEE Trans. Smart Grid 4(3): 1464-1475 (2013)
[j326]Nikolaos Gatsis, Georgios B. Giannakis
:
Decomposition Algorithms for Market Clearing With Large-Scale Demand Response. IEEE Trans. Smart Grid 4(4): 1976-1987 (2013)
[j325]Seung-Jun Kim, Georgios B. Giannakis
:
Scalable and Robust Demand Response With Mixed-Integer Constraints. IEEE Trans. Smart Grid 4(4): 2089-2099 (2013)
[j324]Gonzalo Mateos
, Georgios B. Giannakis
:
Load Curve Data Cleansing and Imputation Via Sparsity and Low Rank. IEEE Trans. Smart Grid 4(4): 2347-2355 (2013)
[j323]Omar Mehanna, Nicholas D. Sidiropoulos
, Georgios B. Giannakis
:
Joint Multicast Beamforming and Antenna Selection. IEEE Trans. Signal Process. 61(10): 2660-2674 (2013)
[j322]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Decentralized Sparsity-Regularized Rank Minimization: Algorithms and Applications. IEEE Trans. Signal Process. 61(21): 5374-5388 (2013)
[j321]Juan Andrés Bazerque
, Gonzalo Mateos
, Georgios B. Giannakis
:
Rank Regularization and Bayesian Inference for Tensor Completion and Extrapolation. IEEE Trans. Signal Process. 61(22): 5689-5703 (2013)
[j320]Nasim Yahya Soltani, Seung-Jun Kim, Georgios B. Giannakis
:
Chance-Constrained Optimization of OFDMA Cognitive Radio Uplinks. IEEE Trans. Wirel. Commun. 12(3): 1098-1107 (2013)
[j319]Seung-Jun Kim, Nasim Yahya Soltani, Georgios B. Giannakis
:
Resource Allocation for OFDMA Cognitive Radios Under Channel Uncertainty. IEEE Trans. Wirel. Commun. 12(7): 3578-3587 (2013)
[c279]Emiliano Dall'Anese
, Georgios B. Giannakis
:
Optimal distributed generation placement in distribution systems via semidefinite relaxation. ACSSC 2013: 369-373
[c278]Seung-Jun Kim, Georgios B. Giannakis
:
Load forecasting via low rank plus sparse matrix factorization. ACSSC 2013: 1682-1686
[c277]Vassilis Kekatos
, Yu Zhang
, Georgios B. Giannakis
:
Low-rank kernel learning for electricity market inference. ACSSC 2013: 1768-1772
[c276]Vassilis Kekatos
, Evangelos Vlachos
, Dimitris Ampeliotis
, Georgios B. Giannakis
, Kostas Berberidis:
A decentralized approach to generalized power system state estimation. CAMSAP 2013: 77-80
[c275]Brian Baingana, Gonzalo Mateos
, Georgios B. Giannakis
:
Dynamic structural equation models for tracking topologies of social networksy. CAMSAP 2013: 292-295
[c274]Seung-Jun Kim, Georgios B. Giannakis
:
Dynamic learning for cognitive radio sensing. CAMSAP 2013: 388-391
[c273]Nasim Yahya Soltani, Seung-Jun Kim, Georgios B. Giannakis
:
Online learning of load elasticity for electric vehicle charging. CAMSAP 2013: 436-439
[c272]Emiliano Dall'Anese
, Antonio G. Marqués
, Georgios B. Giannakis
:
Primary receiver localization using sparsity and interference tweets. CAMSAP 2013: 452-455
[c271]Maria Gabriela Martinez, Nikolaos Gatsis, Georgios B. Giannakis
:
Stochastic programming for energy planning in microgrids with renewables. CAMSAP 2013: 472-475
[c270]Konstantinos Slavakis, Georgios B. Giannakis
, Geert Leus
:
Robust sparse embedding and reconstruction via dictionary learning. CISS 2013: 1-6
[c269]Morteza Mardani, Georgios B. Giannakis
:
Robust tomography via network traffic maps leveraging sparsity and low rank. GlobalSIP 2013: 811-814
[c268]Yu Zhang
, Nikolaos Gatsis, Georgios B. Giannakis
:
Disaggregated bundle methods for distributed market clearing in power networks. GlobalSIP 2013: 835-838
[c267]Juan Andrés Bazerque
, Brian Baingana, Georgios B. Giannakis
:
Identifiability of sparse structural equation models for directed and cyclic networks. GlobalSIP 2013: 839-842
[c266]Seung-Jun Kim, Georgios B. Giannakis
:
Cognitive radio spectrum prediction using dictionary learning. GLOBECOM 2013: 3206-3211
[c265]Brian Baingana, Georgios B. Giannakis
:
Centrality-constrained graph embedding. ICASSP 2013: 3113-3117
[c264]Antonio G. Marqués
, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Joint resource allocation and receiver map estimation in underlay cognitive radios. ICASSP 2013: 4429-4433
[c263]Morteza Mardani, Georgios B. Giannakis
:
Robust network traffic estimation via sparsity and low rank. ICASSP 2013: 4529-4533
[c262]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Rank minimization for subspace tracking from incomplete data. ICASSP 2013: 5681-5685
[c261]Konstantinos Slavakis, Geert Leus
, Georgios B. Giannakis
:
Online robust portfolio risk management using total least-squares and parallel splitting algorithms. ICASSP 2013: 5686-5690
[c260]Juan Andrés Bazerque
, Gonzalo Mateos
, Georgios B. Giannakis
:
Inference of Poisson count processes using low-rank tensor data. ICASSP 2013: 5989-5993
[c259]Yu Zhang
, Nikolaos Gatsis, Vassilis Kekatos
, Georgios B. Giannakis
:
Risk-aware management of distributed energy resources. DSP 2013: 1-5
[c258]Vassilis Kekatos
, Sriharsha Veeramachaneni, Marc Light, Georgios B. Giannakis
:
Day-ahead electricity market forecasting using kernels. ISGT 2013: 1-5
[c257]Yu Zhang
, Nikolaos Gatsis, Georgios B. Giannakis
:
Risk-constrained energy management with multiple wind farms. ISGT 2013: 1-6
[c256]Konstantinos Slavakis, Yannis Kopsinis, Sergios Theodoridis, Georgios B. Giannakis, Vassilis Kekatos:
Generalized Iterative Thresholding for Sparsity-Aware Online Volterra System Identification. ISWCS 2013: 1-5
[c255]Yu Zhang
, Georgios B. Giannakis
:
Robust optimal power flow with wind integration using conditional value-at-risk. SmartGridComm 2013: 654-659
[c254]Emiliano Dall'Anese
, Antonio G. Marqués
, Georgios B. Giannakis
:
Hierarchical spectrum sharing using interference tweets. SPAWC 2013: 140-144
[i32]Juan Andrés Bazerque, Gonzalo Mateos, Georgios B. Giannakis:
Rank regularization and Bayesian inference for tensor completion and extrapolation. CoRR abs/1301.7619 (2013)
[i31]Gonzalo Mateos, Georgios B. Giannakis:
Load curve data cleansing and imputation via sparsity and low rank. CoRR abs/1301.7627 (2013)
[i30]Brian Baingana, Georgios B. Giannakis:
Centrality-constrained graph embedding. CoRR abs/1302.0870 (2013)
[i29]Juan Andrés Bazerque, Georgios B. Giannakis:
Nonparametric Basis Pursuit via Sparse Kernel-based Learning. CoRR abs/1302.5449 (2013)
[i28]Emiliano Dall'Anese, Georgios B. Giannakis:
Sparsity-leveraging Reconfiguration of Smart Distribution Systems. CoRR abs/1303.5802 (2013)
[i27]Brian Baingana, Gonzalo Mateos, Georgios B. Giannakis:
Dynamic Structural Equation Models for Social Network Topology Inference. CoRR abs/1309.6683 (2013)
[i26]Vassilis Kekatos, Yu Zhang, Georgios B. Giannakis:
Electricity Market Forecasting via Low-Rank Multi-Kernel Learning. CoRR abs/1310.0865 (2013)
[i25]Vassilis Kekatos, Georgios B. Giannakis, Ross Baldick:
Grid Topology Identification using Electricity Prices. CoRR abs/1312.0516 (2013)
[i24]Gang Wang, Seung-Jun Kim, Georgios B. Giannakis:
Moving-Horizon Dynamic Power System State Estimation Using Semidefinite Relaxation. CoRR abs/1312.5349 (2013)- 2012
[j318]Daniele Angelosante, Georgios B. Giannakis
:
Group lassoing change-points in piecewise-constant AR. EURASIP J. Adv. Signal Process. 2012: 70 (2012)
[j317]Antonio G. Marqués
, Luis M. Lopez-Ramos
, Georgios B. Giannakis
, Javier Ramos
:
Resource Allocation for Interweave and Underlay CRs Under Probability-of-Interference Constraints. IEEE J. Sel. Areas Commun. 30(10): 1922-1933 (2012)
[j316]Emiliano Dall'Anese
, Georgios B. Giannakis
:
Statistical Routing for Multihop Wireless Cognitive Networks. IEEE J. Sel. Areas Commun. 30(10): 1983-1993 (2012)
[j315]Emiliano Dall'Anese
, Juan Andrés Bazerque
, Georgios B. Giannakis
:
Group sparse Lasso for cognitive network sensing robust to model uncertainties and outliers. Phys. Commun. 5(2): 161-172 (2012)
[j314]Nikolaos Gatsis, Georgios B. Giannakis
:
Residential Load Control: Distributed Scheduling and Convergence With Lost AMI Messages. IEEE Trans. Smart Grid 3(2): 770-786 (2012)
[j313]Eric J. Msechu, Georgios B. Giannakis
:
Sensor-Centric Data Reduction for Estimation With WSNs via Censoring and Quantization. IEEE Trans. Signal Process. 60(1): 400-414 (2012)
[j312]Gonzalo Mateos
, Georgios B. Giannakis
:
Robust Nonparametric Regression via Sparsity Control With Application to Load Curve Data Cleansing. IEEE Trans. Signal Process. 60(4): 1571-1584 (2012)
[j311]Ioannis D. Schizas, Georgios B. Giannakis
:
Covariance Eigenvector Sparsity for Compression and Denoising. IEEE Trans. Signal Process. 60(5): 2408-2421 (2012)
[j310]Morteza Mardani, Seung-Jun Kim, Georgios B. Giannakis
:
Cross-Layer Design of Wireless Multihop Random Access Networks. IEEE Trans. Signal Process. 60(5): 2562-2574 (2012)
[j309]Shahrokh Farahmand
, Georgios B. Giannakis
:
Robust RLS in the Presence of Correlated Noise Using Outlier Sparsity. IEEE Trans. Signal Process. 60(6): 3308-3313 (2012)
[j308]Gonzalo Mateos
, Georgios B. Giannakis
:
Distributed Recursive Least-Squares: Stability and Performance Analysis. IEEE Trans. Signal Process. 60(7): 3740-3754 (2012)
[j307]Pedro A. Forero, Georgios B. Giannakis
:
Sparsity-Exploiting Robust Multidimensional Scaling. IEEE Trans. Signal Process. 60(8): 4118-4134 (2012)
[j306]Pedro A. Forero, Vassilis Kekatos
, Georgios B. Giannakis
:
Robust Clustering Using Outlier-Sparsity Regularization. IEEE Trans. Signal Process. 60(8): 4163-4177 (2012)
[j305]Gonzalo Mateos
, Georgios B. Giannakis
:
Robust PCA as Bilinear Decomposition With Outlier-Sparsity Regularization. IEEE Trans. Signal Process. 60(10): 5176-5190 (2012)
[j304]Yu Zhang
, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Distributed Optimal Beamformers for Cognitive Radios Robust to Channel Uncertainties. IEEE Trans. Signal Process. 60(12): 6495-6508 (2012)
[j303]Antonio G. Marqués
, Luis M. Lopez-Ramos
, Georgios B. Giannakis
, Javier Ramos
, Antonio J. Caamaño
:
Optimal Cross-Layer Resource Allocation in Cellular Networks Using Channel- and Queue-State Information. IEEE Trans. Veh. Technol. 61(6): 2789-2807 (2012)
[j302]Ketan Rajawat, Alfonso Cano, Georgios B. Giannakis
:
Network-Compressive Coding for Wireless Sensors with Correlated Data. IEEE Trans. Wirel. Commun. 11(12): 4264-4274 (2012)
[c253]Nikolaos Gatsis, Georgios B. Giannakis
:
Asynchronous subgradient methods with unbounded delays for communication networks. CDC 2012: 5870-5875
[c252]Pedro A. Forero, Ketan Rajawat, Georgios B. Giannakis
:
Semi-supervised dictionary learning for network-wide link load prediction. CIP 2012: 1-5
[c251]Seung-Jun Kim, TaeHyun Hwang, Georgios B. Giannakis
:
Sparse robust matrix tri-factorization with application to cancer genomics. CIP 2012: 1-6
[c250]Vassilis Kekatos
, Georgios B. Giannakis
:
Decentralized power system state estimation. GLOBECOM 2012: 3141-3146
[c249]Nasim Yahya Soltani, Seung-Jun Kim, Georgios B. Giannakis
:
Chance-constrained optimization of uplink parameters for OFDMA cognitive radios. ICASSP 2012: 2813-2816
[c248]Alfonso Cano, Georgios B. Giannakis
:
Distributed belief propagation using sensor networks with correlated observations. ICASSP 2012: 2841-2844
[c247]Yu Zhang
, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Distributed robust beamforming for MIMO cognitive networks. ICASSP 2012: 2953-2956
[c246]Emiliano Dall'Anese
, Georgios B. Giannakis
:
Statistical routing for cognitive random access networks. ICASSP 2012: 2957-2960
[c245]Massoud Babaie-Zadeh, Behzad Mehrdad, Georgios B. Giannakis
:
Weighted sparse signal decomposition. ICASSP 2012: 3425-3428
[c244]Yu Zhang
, Nikolaos Gatsis, Georgios B. Giannakis
:
Robust distributed energy management for microgrids with renewables. SmartGridComm 2012: 510-515
[c243]Hao Zhu, Georgios B. Giannakis
:
Multi-area state estimation using distributed SDP for nonlinear power systems. SmartGridComm 2012: 623-628
[c242]Gonzalo Mateos
, Georgios B. Giannakis
:
Spatiotemporal load curve data cleansing and imputation via sparsity and low rank. SmartGridComm 2012: 653-658
[c241]Seung-Jun Kim, Swayambhoo Jain, Georgios B. Giannakis
:
Backhaul-constrained multi-cell cooperation using compressive sensing and spectral clustering. SPAWC 2012: 65-69
[c240]Omar Mehanna, Nicholas D. Sidiropoulos
, Georgios B. Giannakis
:
Multicast beamforming with antenna selection. SPAWC 2012: 70-74
[c239]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Distributed nuclear norm minimization for matrix completion. SPAWC 2012: 354-358
[c238]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Exact recovery of low-rank plus compressed sparse matrices. SSP 2012: 49-52
[c237]Ketan Rajawat, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Dynamic network kriging. SSP 2012: 121-124
[c236]Juan Andrés Bazerque
, Gonzalo Mateos
, Georgios B. Giannakis
:
Nonparametric low-rank tensor imputation. SSP 2012: 876-879
[i23]Ioannis D. Schizas, Georgios B. Giannakis:
Covariance Eigenvector Sparsity for Compression and Denoising. CoRR abs/1201.3599 (2012)
[i22]Morteza Mardani, Gonzalo Mateos, Georgios B. Giannakis:
In-network Sparsity-regularized Rank Minimization: Algorithms and Applications. CoRR abs/1203.1570 (2012)
[i21]Ketan Rajawat, Emiliano Dall'Anese, Georgios B. Giannakis:
Dynamic Network Delay Cartography. CoRR abs/1204.5507 (2012)
[i20]Morteza Mardani, Gonzalo Mateos, Georgios B. Giannakis:
Recovery of Low-Rank Plus Compressed Sparse Matrices with Application to Unveiling Traffic Anomalies. CoRR abs/1204.6537 (2012)
[i19]Hao Zhu, Georgios B. Giannakis:
Robust Power System State Estimation for the Nonlinear AC Flow Model. CoRR abs/1206.4900 (2012)
[i18]Emiliano Dall'Anese, Georgios B. Giannakis:
Statistical Routing for Multihop Wireless Cognitive Networks. CoRR abs/1207.1035 (2012)
[i17]Yu Zhang, Nikolaos Gatsis, Georgios B. Giannakis:
Robust Management of Distributed Energy Resources for Microgrids with Renewables. CoRR abs/1207.4831 (2012)
[i16]Morteza Mardani, Gonzalo Mateos, Georgios B. Giannakis:
Dynamic Anomalography: Tracking Network Anomalies via Sparsity and Low Rank. CoRR abs/1208.4043 (2012)
[i15]Yu Zhang, Emiliano Dall'Anese, Georgios B. Giannakis:
Distributed Optimal Beamformers for Cognitive Radios Robust to Channel Uncertainties. CoRR abs/1209.1180 (2012)
[i14]Emiliano Dall'Anese, Hao Zhu, Georgios B. Giannakis:
Distributed Optimal Power Flow for Smart Microgrids. CoRR abs/1211.5856 (2012)- 2011
[j301]Ketan Rajawat, Nikolaos Gatsis, Seung-Jun Kim, Georgios B. Giannakis
:
Cross-Layer Design of Coded Multicast for Wireless Random Access Networks. IEEE J. Sel. Areas Commun. 29(10): 1970-1980 (2011)
[j300]Seung-Jun Kim, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Cooperative Spectrum Sensing for Cognitive Radios Using Kriged Kalman Filtering. IEEE J. Sel. Top. Signal Process. 5(1): 24-36 (2011)
[j299]Pedro A. Forero, Alfonso Cano, Georgios B. Giannakis
:
Distributed Clustering Using Wireless Sensor Networks. IEEE J. Sel. Top. Signal Process. 5(4): 707-724 (2011)
[j298]Hao Zhu, Georgios B. Giannakis
:
Exploiting Sparse User Activity in Multiuser Detection. IEEE Trans. Commun. 59(2): 454-465 (2011)
[j297]Seung-Jun Kim, Georgios B. Giannakis
:
Optimal Resource Allocation for MIMO Ad Hoc Cognitive Radio Networks. IEEE Trans. Inf. Theory 57(5): 3117-3131 (2011)
[j296]Xin Wang
, Georgios B. Giannakis
:
Resource Allocation for Wireless Multiuser OFDM Networks. IEEE Trans. Inf. Theory 57(7): 4359-4372 (2011)
[j295]Ketan Rajawat, Nikolaos Gatsis, Georgios B. Giannakis
:
Cross-Layer Designs in Coded Wireless Fading Networks With Multicast. IEEE/ACM Trans. Netw. 19(5): 1276-1289 (2011)
[j294]Hao Zhu, Geert Leus
, Georgios B. Giannakis
:
Sparsity-Cognizant Total Least-Squares for Perturbed Compressive Sampling. IEEE Trans. Signal Process. 59(5): 2002-2016 (2011)
[j293]Vassilis Kekatos
, Georgios B. Giannakis
:
From Sparse Signals to Sparse Residuals for Robust Sensing. IEEE Trans. Signal Process. 59(7): 3355-3368 (2011)
[j292]Nikolaos Gatsis, Georgios B. Giannakis
:
Power Control With Imperfect Exchanges and Applications to Spectrum Sharing. IEEE Trans. Signal Process. 59(7): 3410-3423 (2011)
[j291]Shahrokh Farahmand
, Stergios I. Roumeliotis, Georgios B. Giannakis
:
Set-Membership Constrained Particle Filter: Distributed Adaptation for Sensor Networks. IEEE Trans. Signal Process. 59(9): 4122-4138 (2011)
[j290]Shahrokh Farahmand
, Georgios B. Giannakis
, Daniele Angelosante:
Doubly Robust Smoothing of Dynamical Processes via Outlier Sparsity Constraints. IEEE Trans. Signal Process. 59(10): 4529-4543 (2011)
[j289]Juan Andrés Bazerque
, Gonzalo Mateos
, Georgios B. Giannakis
:
Group-Lasso on Splines for Spectrum Cartography. IEEE Trans. Signal Process. 59(10): 4648-4663 (2011)
[j288]Antonio G. Marqués
, Georgios B. Giannakis
, Javier Ramos
:
Optimizing Orthogonal Multiple Access Based on Quantized Channel State Information. IEEE Trans. Signal Process. 59(10): 5023-5038 (2011)
[j287]Vassilis Kekatos
, Georgios B. Giannakis
:
Sparse Volterra and Polynomial Regression Models: Recoverability and Estimation. IEEE Trans. Signal Process. 59(12): 5907-5920 (2011)
[j286]Ketan Rajawat, Georgios B. Giannakis
:
Joint Scheduling and Network Coding for Multicast in Delay-Constrained Wireless Networks. IEEE Trans. Signal Process. 59(12): 6186-6196 (2011)
[j285]Emiliano Dall'Anese
, Seung-Jun Kim, Georgios B. Giannakis
:
Channel Gain Map Tracking via Distributed Kriging. IEEE Trans. Veh. Technol. 60(3): 1205-1211 (2011)
[j284]Guobing Li
, Alfonso Cano, Jesús Gómez-Vilardebó
, Georgios B. Giannakis
, Ana I. Pérez-Neira
:
High-Throughput Multi-Source Cooperation via Complex-Field Network Coding. IEEE Trans. Wirel. Commun. 10(5): 1606-1617 (2011)
[j283]Seung-Jun Kim, Guobing Li
, Georgios B. Giannakis
:
Multi-Band Cognitive Radio Spectrum Sensing for Quality-of-Service Traffic. IEEE Trans. Wirel. Commun. 10(10): 3506-3515 (2011)
[j282]Emiliano Dall'Anese
, Seung-Jun Kim, Georgios B. Giannakis
, Silvano Pupolin
:
Power Control for Cognitive Radio Networks Under Channel Uncertainty. IEEE Trans. Wirel. Commun. 10(10): 3541-3551 (2011)
[c235]Morteza Mardani, Gonzalo Mateos
, Georgios B. Giannakis
:
Unveiling anomalies in large-scale networks via sparsity and low rank. ACSCC 2011: 403-407
[c234]Pedro A. Forero, Georgios B. Giannakis
:
Robust multi-dimensional scaling via outlier-sparsity control. ACSCC 2011: 1183-1187
[c233]Seung-Jun Kim, Nitin Jain, Georgios B. Giannakis
, Pedro A. Forero:
Joint link learning and cognitive radio sensing. ACSCC 2011: 1415-1419
[c232]Ketan Rajawat, Emiliano Dall'Anese
, Georgios B. Giannakis
:
Joint rate and power control for coded cognitive radio networks. ACSCC 2011: 1638-1642
[c231]Seung-Jun Kim, Georgios B. Giannakis
:
Efficient and scalable demand response for the smart power grid. CAMSAP 2011: 109-112
[c230]Vassilis Kekatos
, Georgios B. Giannakis
:
A convex relaxation approach to optimal placement of phasor measurement units. CAMSAP 2011: 145-148
[c229]Antonio G. Marqués
, Luis M. Lopez-Ramos
, Georgios B. Giannakis
, Javier Ramos
:
Adaptive underlay cognitive radios with imperfect CSI and probabilistic interference constraints. CAMSAP 2011: 161-164
[c228]Emiliano Dall'Anese
, Georgios B. Giannakis
:
Distributed cognitive spectrum sensing via group sparse total least-squares. CAMSAP 2011: 341-344
[c227]Nikolaos Gatsis, Georgios B. Giannakis
:
Residential demand response with interruptible tasks: Duality and algorithms. CDC/ECC 2011: 1-6
[c226]Nikolaos Gatsis, Georgios B. Giannakis
:
Cooperative multi-residence demand response scheduling. CISS 2011: 1-6
[c225]Ketan Rajawat, Nikolaos Gatsis, Seung-Jun Kim, Georgios B. Giannakis
:
Cross-layer design of coded multicast for wireless random access networks. CISS 2011: 1-6
[c224]Vassilis Kekatos, Georgios B. Giannakis:
Compressed sensing for volterra and polynomial regression models. EUSIPCO 2011: 373-377
[c223]Gonzalo Mateos, Georgios B. Giannakis:
Robust conjoint analysis by controlling outlier sparsity. EUSIPCO 2011: 1914-1918
[c222]Shahrokh Farahmand, Georgios B. Giannakis, Geert Leus, Zhi Tian:
Sparsity-aware Kalman tracking of target signal strengths on a grid. FUSION 2011: 1-6
[c221]Eric J. Msechu, Georgios B. Giannakis:
Decentralized data selection for MAP estimation: A censoring and quantization approach. FUSION 2011: 1-8
[c220]Xiaodong Cai, Juan Andrés Bazerque
, Georgios B. Giannakis
:
Gene network inference via sparse structural equation modeling with genetic perturbations. GENSiPS 2011: 66-69
[c219]Georgios B. Giannakis
, Gonzalo Mateos
, Shahrokh Farahmand
, Vassilis Kekatos
, Hao Zhu:
USPACOR: Universal sparsity-controlling outlier rejection. ICASSP 2011: 1952-1955
[c218]Daniele Angelosante, Georgios B. Giannakis
:
Sparse graphical modeling of piecewise-stationary time series. ICASSP 2011: 1960-1963
[c217]Pedro A. Forero, Vassilis Kekatos
, Georgios B. Giannakis
:
Outlier-aware robust clustering. ICASSP 2011: 2244-2247
[c216]Ioannis D. Schizas, Georgios B. Giannakis
:
Eigenspace sparsity for compression and denoising. ICASSP 2011: 2912-2915
[c215]Juan Andrés Bazerque
, Gonzalo Mateos
, Georgios B. Giannakis
:
Basis pursuit for spectrum cartography. ICASSP 2011: 2992-2995
[c214]Seung-Jun Kim, Nasim Yahya Soltani, Georgios B. Giannakis
:
Resource allocation for OFDMA cognitive radios under channel uncertainty. ICASSP 2011: 3188-3191
[c213]Antonio G. Marqués
, Georgios B. Giannakis
, Luis M. Lopez-Ramos
, Javier Ramos
:
Stochastic resource allocation for cognitive radio networks based on imperfect state information. ICASSP 2011: 3196-3199
[c212]Hao Zhu, Georgios B. Giannakis
, Geert Leus
:
Weighted and structured sparse total least-squares for perturbed compressive sampling. ICASSP 2011: 3792-3795
[c211]Gonzalo Mateos
, Georgios B. Giannakis
:
Robust nonparametric regression by controlling sparsity. ICASSP 2011: 3880-3883
[c210]Emiliano Dall'Anese
, Seung-Jun Kim, Georgios B. Giannakis
, Silvano Pupolin
:
Power Allocation for Cognitive Radio Networks under Channel Uncertainty. ICC 2011: 1-6
[c209]Daniele Angelosante, Georgios B. Giannakis
:
Group lassoing change-points in piecewise-stationary AR signals. DSP 2011: 1-8
[c208]Emiliano Dall'Anese
, Seung-Jun Kim, Georgios B. Giannakis
:
Admission and power control for cognitive radio networks by sequential geometric programming. DSP 2011: 1-8
[c207]Hao Zhu, Georgios B. Giannakis
:
Lassoing line outages in the smart power grid. SmartGridComm 2011: 570-575
[i13]Vassilis Kekatos, Georgios B. Giannakis:
Sparse Volterra and Polynomial Regression Models: Recoverability and Estimation. CoRR abs/1103.0769 (2011)
[i12]Pedro A. Forero, Vassilis Kekatos, Georgios B. Giannakis:
Robust Clustering Using Outlier-Sparsity Regularization. CoRR abs/1104.4512 (2011)
[i11]Shahrokh Farahmand, Georgios B. Giannakis, Daniele Angelosante:
Doubly Robust Smoothing of Dynamical Processes via Outlier Sparsity Constraints. CoRR abs/1104.5286 (2011)
[i10]Shahrokh Farahmand, Georgios B. Giannakis, Geert Leus, Zhi Tian:
Tracking Target Signal Strengths on a Grid using Sparsity. CoRR abs/1104.5288 (2011)
[i9]Hao Zhu, Georgios B. Giannakis:
Lassoing Line Outages in the Smart Power Grid. CoRR abs/1105.3168 (2011)
[i8]Gonzalo Mateos, Georgios B. Giannakis:
Distributed Recursive Least-Squares: Stability and Performance Analysis. CoRR abs/1109.4627 (2011)
[i7]Gonzalo Mateos, Georgios B. Giannakis:
Robust PCA as Bilinear Decomposition with Outlier-Sparsity Regularization. CoRR abs/1111.1788 (2011)- 2010
[j281]Daniele Angelosante, Emanuele Grossi
, Georgios B. Giannakis
, Marco Lops:
Sparsity-Aware Estimation of CDMA System Parameters. EURASIP J. Adv. Signal Process. 2010 (2010)
[j280]Pedro A. Forero, Alfonso Cano, Georgios B. Giannakis:
Consensus-Based Distributed Support Vector Machines. J. Mach. Learn. Res. 11: 1663-1707 (2010)
[j279]Georgios N. Lilis, Daniele Angelosante, Georgios B. Giannakis
:
Sound Field Reproduction using the Lasso. IEEE Trans. Speech Audio Process. 18(8): 1902-1912 (2010)
[j278]Nikolaos Gatsis, Antonio G. Marqués
, Georgios B. Giannakis
:
Power control for cooperative dynamic spectrum access networks with diverse QoS constraints. IEEE Trans. Commun. 58(3): 933-944 (2010)
[j277]Alejandro Ribeiro
, Georgios B. Giannakis
:
Separation principles in wireless networking. IEEE Trans. Inf. Theory 56(9): 4488-4505 (2010)
[j276]Juan Andrés Bazerque
, Georgios B. Giannakis
:
Distributed spectrum sensing for cognitive radio networks by exploiting sparsity. IEEE Trans. Signal Process. 58(3): 1847-1862 (2010)
[j275]Daniele Angelosante, Juan Andrés Bazerque
, Georgios B. Giannakis
:
Online adaptive estimation of sparse signals: where RLS meets the l1-norm. IEEE Trans. Signal Process. 58(7): 3436-3447 (2010)
[j274]Seung-Jun Kim, Georgios B. Giannakis
:
Sequential and cooperative sensing for multi-channel cognitive radios. IEEE Trans. Signal Process. 58(8): 4239-4253 (2010)
[j273]Daniele Angelosante, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Estimating multiple frequency-hopping signal parameters via sparse linear regression. IEEE Trans. Signal Process. 58(10): 5044-5056 (2010)
[j272]Gonzalo Mateos
, Juan Andrés Bazerque
, Georgios B. Giannakis
:
Distributed sparse linear regression. IEEE Trans. Signal Process. 58(10): 5262-5276 (2010)
[j271]Nikolaos Gatsis, Alejandro Ribeiro
, Georgios B. Giannakis
:
A class of convergent algorithms for resource allocation in wireless fading networks. IEEE Trans. Wirel. Commun. 9(5): 1808-1823 (2010)
[j270]Hao Zhu, Alfonso Cano, Georgios B. Giannakis
:
Distributed consensus-based demodulation: algorithms and error analysis. IEEE Trans. Wirel. Commun. 9(6): 2044-2054 (2010)
[c206]Seung-Jun Kim, Emiliano Dall'Anese
, Georgios B. Giannakis
, Silvano Pupolin
:
Collaborative channel gain map tracking for cognitive radios. CIP 2010: 338-343
[c205]Seung-Jun Kim, Guobing Li
, Georgios B. Giannakis
:
Minimum-Delay Spectrum Sensing for Multi-Band Cognitive Radios. GLOBECOM 2010: 1-5
[c204]Zhaohui Wang, Shengli Zhou, Georgios B. Giannakis
, Christian R. Berger, Jie Huang:
Frequency-Domain Oversampling for Zero-Padded OFDM in Underwater Acoustic Communications. GLOBECOM 2010: 1-5
[c203]Pedro A. Forero, Alfonso Cano, Georgios B. Giannakis
:
Convergence analysis of consensus-based distributed clustering. ICASSP 2010: 1890-1893
[c202]Seung-Jun Kim, Georgios B. Giannakis
:
Sequential cooperative sensing for multi-channel cognitive radios. ICASSP 2010: 2950-2953
[c201]Juan Andrés Bazerque
, Gonzalo Mateos
, Georgios B. Giannakis
:
Distributed Lasso for in-network linear regression. ICASSP 2010: 2978-2981
[c200]Antonio G. Marqués
, Georgios B. Giannakis
, Javier Ramos
:
Stochastic cross-layer resource allocation for wireless networks using orthogonal access: Optimality and delay analysis. ICASSP 2010: 3154-3157
[c199]Shahrokh Farahmand
, Stergios I. Roumeliotis, Georgios B. Giannakis
:
Particle filter adaptation for distributed sensors via set membership. ICASSP 2010: 3374-3377
[c198]Daniele Angelosante, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
:
Multiple frequency-hopping signal estimation via sparse regression. ICASSP 2010: 3502-3505
[c197]Hao Zhu, Gonzalo Mateos
, Georgios B. Giannakis
, Nicholas D. Sidiropoulos
, Arindam Banerjee:
Sparsity-cognizant overlapping co-clustering for behavior inference in social networks. ICASSP 2010: 3534-3537
[c196]Pedro A. Forero, Alfonso Cano, Georgios B. Giannakis
:
Consensus-based distributed linear support vector machines. IPSN 2010: 35-46
[i6]Ketan Rajawat, Nikolaos Gatsis, Georgios B. Giannakis:
Cross-Layer Designs in Coded Wireless Fading Networks with Multicast. CoRR abs/1003.5239 (2010)
[i5]Hao Zhu, Geert Leus, Georgios B. Giannakis:
Sparsity-Cognizant Total Least-Squares for Perturbed Compressive Sampling. CoRR abs/1008.2996 (2010)
[i4]Nikolaos Gatsis, Georgios B. Giannakis:
Power Control with Imperfect Exchanges and Applications to Spectrum Sharing. CoRR abs/1008.3940 (2010)
[i3]Vassilis Kekatos, Georgios B. Giannakis:
From Sparse Signals to Sparse Residuals for Robust Sensing. CoRR abs/1011.0450 (2010)
2000 – 2009
- 2009
[j269]Seung-Jun Kim, Georgios B. Giannakis
:
Rate-Optimal and Reduced-Complexity Sequential Sensing Algorithms for Cognitive OFDM Radios. EURASIP J. Adv. Signal Process. 2009 (2009)
[j268]Gonzalo Mateos
, Ioannis D. Schizas, Georgios B. Giannakis
:
Performance Analysis of the Consensus-Based Distributed LMS Algorithm. EURASIP J. Adv. Signal Process. 2009 (2009)
[j267]Tairan Wang, Georgios B. Giannakis
:
Capacity Scaling of Wireless Networks with Complex Field Network Coding. J. Commun. 4(11): 830-840 (2009)
[j266]Ioannis D. Schizas, Gonzalo Mateos
, Georgios B. Giannakis
:
Distributed LMS for consensus-based in-network adaptive processing. IEEE Trans. Signal Process. 57(6): 2365-2382 (2009)
[j265]Hao Zhu, Ioannis D. Schizas, Georgios B. Giannakis
:
Power-efficient dimensionality reduction for distributed channel-aware kalman tracking using WSNs. IEEE Trans. Signal Process. 57(8): 3193-3207 (2009)
[j264]Antonio G. Marqués
, Xin Wang
, Georgios B. Giannakis
:
Dynamic resource management for cognitive radios using limited-rate feedback. IEEE Trans. Signal Process. 57(9): 3651-3666 (2009)
[j263]Hao Zhu, Georgios B. Giannakis
, Alfonso Cano:
Distributed in-network channel decoding. IEEE Trans. Signal Process. 57(10): 3970-3983 (2009)
[j262]Gonzalo Mateos
, Ioannis D. Schizas, Georgios B. Giannakis
:
Distributed recursive least-squares for consensus-based in-network adaptive estimation. IEEE Trans. Signal Process. 57(11): 4583-4588 (2009)
[c195]Seung-Jun Kim, Georgios B. Giannakis
:
Rate-optimal and reduced-complexity sequential sensing algorithms for cognitive OFDM radios. CISS 2009: 141-146
[c194]Nikolaos Gatsis, Alejandro Ribeiro, Georgios B. Giannakis
:
Cross-layer optimization of wireless fading ad-hoc networks. ICASSP 2009: 2353-2356
[c193]Antonio G. Marqués
, Georgios B. Giannakis
, Javier Ramos:
Stochastic resource allocation for orthogonal access based on quantized CSI: Optimality, convergence and delay analysis. ICASSP 2009: 2357-2360
[c192]Tairan Wang, Georgios B. Giannakis
:
Capacity scaling of wireless networks with complex field network coding.


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