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  • Georgios B Giannakis
2019

Adaptive Bayesian Radio Tomography

Lee, D., Berberidis, D. & Giannakis, G. B., Apr 15 2019, In : IEEE Transactions on Signal Processing. 67, 8, p. 1964-1977 14 p., 8662745.

Research output: Contribution to journalArticle

2 Scopus citations

Bandit Convex Optimization for Scalable and Dynamic IoT Management

Chen, T. & Giannakis, G. B., Feb 2019, In : IEEE Internet of Things Journal. 6, 1, p. 1276-1286 11 p., 8362620.

Research output: Contribution to journalArticle

7 Scopus citations

Graph multiview canonical correlation analysis

Chen, J., Wang, G. & Giannakis, G. B., Jun 1 2019, In : IEEE Transactions on Signal Processing. 67, 11, p. 2826-2838 13 p., 8686218.

Research output: Contribution to journalArticle

2 Scopus citations

Learning ReLU Networks on Linearly Separable Data: Algorithm, Optimality, and Generalization

Wang, G., Giannakis, G. B. & Chen, J., May 1 2019, In : IEEE Transactions on Signal Processing. 67, 9, p. 2357-2370 14 p., 8671751.

Research output: Contribution to journalArticle

8 Scopus citations

Mobile Energy Transfer in Internet of Things

Zhang, Q., Wang, G., Chen, J., Giannakis, G. B. & Liu, Q., Oct 2019, In : IEEE Internet of Things Journal. 6, 5, p. 9012-9019 8 p., 8753423.

Research output: Contribution to journalArticle

2 Scopus citations

Online Graph-Adaptive Learning with Scalability and Privacy

Shen, Y., Leus, G. & Giannakis, G. B., May 1 2019, In : IEEE Transactions on Signal Processing. 67, 9, p. 2471-2483 13 p., 8666759.

Research output: Contribution to journalArticle

1 Scopus citations

Real-Time Power System State Estimation and Forecasting via Deep Unrolled Neural Networks

Zhang, L., Wang, G. & Giannakis, G. B., Aug 1 2019, In : IEEE Transactions on Signal Processing. 67, 15, p. 4069-4077 9 p., 8754766.

Research output: Contribution to journalArticle

1 Scopus citations

Reinforcement Learning for Adaptive Caching with Dynamic Storage Pricing

Sadeghi, A., Sheikholeslami, F., Marques, A. G. & Giannakis, G. B., Oct 2019, In : IEEE Journal on Selected Areas in Communications. 37, 10, p. 2267-2281 15 p., 8790766.

Research output: Contribution to journalArticle

Resonant Beam Communications: Principles and Designs

Xiong, M., Liu, Q., Wang, G., Giannakis, G. B. & Huang, C., Oct 2019, In : IEEE Communications Magazine. 57, 10, p. 34-39 6 p., 8875710.

Research output: Contribution to journalArticle

2018

Adaptive Bayesian Channel Gain Cartography

Lee, D., Berberidis, D. & Giannakis, G. B., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3554-3558 5 p. 8461412. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Aggregating Flexibility of Heterogeneous Energy Resources in Distribution Networks

Chen, T., Li, N. & Giannakis, G. B., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 4604-4609 6 p. 8431445. (Proceedings of the American Control Conference; vol. 2018-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Blind radio tomography

Romero, D., Lee, D. & Giannakis, G. B., Apr 15 2018, In : IEEE Transactions on Signal Processing. 66, 8, p. 2055-2069 15 p.

Research output: Contribution to journalArticle

5 Scopus citations

Canonical Correlation Analysis with Common Graph Priors

Chen, J., Wang, G., Shen, Y. & Giannakis, G. B., Aug 29 2018, 2018 IEEE Statistical Signal Processing Workshop, SSP 2018. Institute of Electrical and Electronics Engineers Inc., p. 463-467 5 p. 8450749. (2018 IEEE Statistical Signal Processing Workshop, SSP 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Compressive Phase Retrieval via Reweighted Amplitude Flow

Zhang, L., Wang, G., Giannakis, G. B. & Chen, J., Oct 1 2018, In : IEEE Transactions on Signal Processing. 66, 19, p. 5029-5040 12 p., 8424911.

Research output: Contribution to journalArticle

2 Scopus citations

Directed network topology inference via sparse joint diagonalization

Shen, Y., Fu, X., Giannakis, G. B. & Sidiropoulos, N. D., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., p. 698-702 5 p. (Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Distributed online optimization of fog computing for selfish devices with out-of-date information

Lyu, X., Ni, W., Tian, H., Liu, R. P., Wang, X., Giannakis, G. B. & Paulraj, A., Nov 2018, In : IEEE Transactions on Wireless Communications. 17, 11, p. 7704-7717 14 p., 8467524.

Research output: Contribution to journalArticle

5 Scopus citations

Fast Decentralized Learning Via Hybrid Consensus Admm

Ma, M., Nikolakopoulos, A. N. & Giannakis, G. B., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 3829-3833 5 p. 8462038. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

File
3 Scopus citations
267 Downloads (Pure)

Large-Scale Kernel-Based Feature Extraction via Low-Rank Subspace Tracking on a Budget

Sheikholeslami, F., Berberidis, D. & Giannakis, G. B., Apr 15 2018, In : IEEE Transactions on Signal Processing. 66, 8, p. 1967-1981 15 p.

Research output: Contribution to journalArticle

4 Scopus citations

Learning from unequally reliable blind ensembles of classifiers

Traganitis, P. A., Pagès-Zamora, A. & Giannakis, G. B., Mar 7 2018, 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 106-110 5 p. (2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Reinforcement learning for 5G caching with dynamic cost

Sadeghi, A., Sheikholeslami, F., Matrques, A. G. & Giannakis, G. B., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6653-6657 5 p. 8462673. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Scalable kernel-based learning via low-rank approximation of lifted data

Sheikholeslami, F. & Giannakis, G. B., Jan 17 2018, 55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017. Institute of Electrical and Electronics Engineers Inc., p. 596-603 8 p. (55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Semi-parametric graph kernel-based reconstruction

Ioannidis, V. N., Nikolakopoulos, A. N. & Giannakis, G. B., Mar 7 2018, 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 588-592 5 p. (2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
File
4 Scopus citations
38 Downloads (Pure)

Soft unveiling of communities via egonet tensors

Sheikholeslami, F. & Giannakis, G. B., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., p. 980-984 5 p. 8335494. (Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sparse phase retrieval via truncated amplitude flow

Wang, G., Zhang, L., Giannakis, G. B., Akçakaya, M. & Chen, J., Jan 15 2018, In : IEEE Transactions on Signal Processing. 66, 2, p. 479-491 13 p.

Research output: Contribution to journalArticle

Open Access
26 Scopus citations

Topology Identification and Learning over Graphs: Accounting for Nonlinearities and Dynamics

Giannakis, G. B., Shen, Y. & Karanikolas, G. V., May 2018, In : Proceedings of the IEEE. 106, 5, p. 787-807 21 p.

Research output: Contribution to journalArticle

26 Scopus citations
2017

A randomized approach to large-scale subspace clustering

Traganitis, P. A. & Giannakis, G. B., Mar 1 2017, Conference Record of the 50th Asilomar Conference on Signals, Systems and Computers, ACSSC 2016. Matthews, M. B. (ed.). IEEE Computer Society, p. 1019-1023 5 p. 7869522. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

DGLB: Distributed stochastic geographical load balancing over cloud networks

Chen, T., Marques, A. G. & Giannakis, G. B., Jul 2017, In : IEEE Transactions on Parallel and Distributed Systems. 28, 7, p. 1866-1880 15 p., 7775032.

Research output: Contribution to journalArticle

Open Access
25 Scopus citations

Online Categorical Subspace Learning for Sketching Big Data with Misses

Shen, Y., Mardani, M. & Giannakis, G. B., Aug 1 2017, In : IEEE Transactions on Signal Processing. 65, 15, p. 4004-4018 15 p., 7919228.

Research output: Contribution to journalArticle

Open Access
8 Scopus citations

SPARTA: Sparse phase retrieval via Truncated Amplitude flow

Wang, G., Giannakis, G. B., Chen, J. & Akcakaya, M., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3974-3978 5 p. 7952902. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations
2016

Estimating signals over graphs via multi-kernel learning

Romero, D., Ma, M. & Giannakis, G. B., Aug 24 2016, 2016 19th IEEE Statistical Signal Processing Workshop, SSP 2016. IEEE Computer Society, 7551714. (IEEE Workshop on Statistical Signal Processing Proceedings; vol. 2016-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Kernel-based low-rank feature extraction on a budget for big data streams

Sheikholeslami, F., Berberidis, D. & Giannakis, G. B., Feb 23 2016, 2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015. Institute of Electrical and Electronics Engineers Inc., p. 928-932 5 p. 7418333. (2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Multi-kernel based nonlinear models for connectivity identification of brain networks

Karanikolas, G. V., Giannakis, G. B., Slavakis, K. & Leahy, R. M., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6315-6319 5 p. 7472892. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

27 Scopus citations

Online dictionary learning from large-scale binary data

Shen, Y. & Giannakis, G. B., Nov 28 2016, 2016 24th European Signal Processing Conference, EUSIPCO 2016. European Signal Processing Conference, EUSIPCO, p. 1808-1812 5 p. 7760560. (European Signal Processing Conference; vol. 2016-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Online Energy Price Matrix Factorization for Power Grid Topology Tracking

Kekatos, V., Giannakis, G. B. & Baldick, R., May 2016, In : IEEE Transactions on Smart Grid. 7, 3, p. 1239-1248 10 p., 7226869.

Research output: Contribution to journalArticle

14 Scopus citations

Quickest convergence of online algorithms via data selection

Romero, D., Berberidis, D. & Giannakis, G. B., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6185-6189 5 p. 7472866. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations
2015

Introduction to the issue on signal processing for big data

Giannakis, G. B., Cendrillon, R., Cevher, V., Swami, A. & Tian, Z., Jun 1 2015, In : IEEE Journal on Selected Topics in Signal Processing. 9, 4, p. 583-585 3 p., 7105995.

Research output: Contribution to journalEditorial

1 Scopus citations

Online sketching of big categorical data with absent features

Shen, Y., Mardani, M. & Giannakis, G. B., Apr 15 2015, 2015 49th Annual Conference on Information Sciences and Systems, CISS 2015. Institute of Electrical and Electronics Engineers Inc., 7086875. (2015 49th Annual Conference on Information Sciences and Systems, CISS 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations