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ORCIDGeorgios B. Giannakis
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- affiliation: University of Minnesota, Minneapolis, MN, USA
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2020 – today
- 2025
[i150]Yilang Zhang, Bingcong Li, Georgios B. Giannakis:
Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm. CoRR abs/2501.06603 (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) - [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]