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  • Georgios B Giannakis
2017

Kernel-Based Reconstruction of Graph Signals

Romero, D., Ma, M. & Giannakis, G. B., Feb 1 2017, In : IEEE Transactions on Signal Processing. 65, 3, p. 764-778 15 p., 7605501.

Research output: Contribution to journalArticle

Open Access
53 Scopus citations
2018

Nonlinear dimensionality reduction on graphs

Shen, Y., Traganitis, P. A. & Giannakis, G. B., Mar 9 2018, 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p. (2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017; vol. 2017-December).

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

6 Scopus citations

Online ensemble multi-kernel learning adaptive to non-stationary and adversarial environments

Shen, Y., Chen, T. & Giannakis, G. B., Jan 1 2018, p. 2037-2046. 10 p.

Research output: Contribution to conferencePaper

8 Scopus citations
2019

Signal and Graph Perturbations via Total Least-Squares

Ceci, E., Shen, Y., Giannakis, G. B. & Barbarossa, S., Feb 19 2019, Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018. Matthews, M. B. (ed.). IEEE Computer Society, p. 747-751 5 p. 8645485. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

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

1 Scopus citations
2018

Scheduling of EV Battery Swapping-Part II: Distributed Solutions

You, P., Low, S., Zhang, L., Deng, R., Giannakis, G. B., Sun, Y. & Yang, Z., Dec 2018, In : IEEE Transactions on Control of Network Systems. 5, 4, p. 1920-1930 11 p., 8110720.

Research output: Contribution to journalArticle

3 Scopus citations
2017

Blind channel gain cartography

Romero, D., Lee, D. & Giannakis, G. B., Apr 19 2017, 2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1110-1115 6 p. 7906014. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

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

4 Scopus citations
2016
21 Scopus citations
2018

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

3 Scopus citations
2019

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

11 Scopus citations
2018

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

1 Scopus citations
2019

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

2 Scopus citations
2016

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
2017

Topology inference of directed graphs using nonlinear structural vector autoregressive models

Shen, Y., Baingana, B. & Giannakis, G. B., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6513-6517 5 p. 7953411. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

6 Scopus citations

Distributed recursive least-squares with data-adaptive censoring

Wang, Z., Yu, Z., Ling, Q., Berberidis, D. & Giannakis, G. B., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5860-5864 5 p. 7953280. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

3 Scopus citations

Space-time scheduling for green data center networks

Chen, T., Marques, A. G. & 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. 795-799 5 p. 7869155. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

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

2018

Dpca: Dimensionality Reduction for Discriminative Analytics of Multiple Large-Scale Datasets

Wang, G., Chen, J. & 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. 2211-2215 5 p. 8461744. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

4 Scopus citations

Online Multi-Kernel Learning with Orthogonal Random Features

Shen, Y., Chen, T. & 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. 6289-6293 5 p. 8461509. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

3 Scopus citations

Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation

Chen, T., Ling, Q. & Giannakis, G. B., Dec 2018, In : IEEE Transactions on Control of Network Systems. 5, 4, p. 1941-1951 11 p., 8110688.

Research output: Contribution to journalArticle

7 Scopus citations
2019

Real-time power system state estimation via deep unrolled neural networks

Zhang, L., Wang, G. & Giannakis, G. B., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 907-911 5 p. 8646629. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

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

3 Scopus citations
2016

Weighted sum-rate maximization for MIMO downlink systems powered by renewables

Hu, S., Zhang, Y., Wang, X. & Giannakis, G. B., Aug 2016, In : IEEE Transactions on Wireless Communications. 15, 8, p. 5615-5625 11 p., 7465838.

Research output: Contribution to journalArticle

12 Scopus citations
2019

Deep Reinforcement Learning for Adaptive Caching in Hierarchical Content Delivery Networks

Sadeghi, A., Wang, G. & Giannakis, G. B., Dec 2019, In : IEEE Transactions on Cognitive Communications and Networking. 5, 4, p. 1024-1033 10 p., 8807260.

Research output: Contribution to journalArticle

6 Scopus citations
2017

Inference of spatiotemporal processes over graphs via kernel kriged Kalman filtering

Ioannidis, V. N., Romero, D. & Giannakis, G. B., Oct 23 2017, 25th European Signal Processing Conference, EUSIPCO 2017. Institute of Electrical and Electronics Engineers Inc., p. 1679-1683 5 p. 8081495. (25th European Signal Processing Conference, EUSIPCO 2017; vol. 2017-January).

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

4 Scopus citations
2016

Nonlinear structural equation models for network topology inference

Shen, Y., Baingana, B. & Giannakis, G. B., Apr 26 2016, 2016 50th Annual Conference on Information Systems and Sciences, CISS 2016. Institute of Electrical and Electronics Engineers Inc., p. 163-168 6 p. 7460495. (2016 50th Annual Conference on Information Systems and Sciences, CISS 2016).

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

8 Scopus citations
2017

Scalable Solvers of Random Quadratic Equations via Stochastic Truncated Amplitude Flow

Wang, G., Giannakis, G. B. & Chen, J., Apr 15 2017, In : IEEE Transactions on Signal Processing. 65, 8, p. 1961-1974 14 p., 7815432.

Research output: Contribution to journalArticle

Open Access
18 Scopus citations
2016

Efficient subspace clustering of large-scale data streams with misses

Traganitis, P. A. & Giannakis, G. B., Apr 26 2016, 2016 50th Annual Conference on Information Systems and Sciences, CISS 2016. Institute of Electrical and Electronics Engineers Inc., p. 590-595 6 p. 7460569. (2016 50th Annual Conference on Information Systems and Sciences, CISS 2016).

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

4 Scopus citations

Online Censoring for Large-Scale Regressions with Application to Streaming Big Data

Berberidis, D., Kekatos, V. & Giannakis, G. B., Aug 1 2016, In : IEEE Transactions on Signal Processing. 64, 15, p. 3854-3867 14 p., 7439865.

Research output: Contribution to journalArticle

26 Scopus citations
2019

Multiview Canonical Correlation Analysis over Graphs

Chen, J., Wang, G. & Giannakis, G. B., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2947-2951 5 p. 8683096. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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

1 Scopus citations
2018

Online Learning Adaptive to Dynamic and Adversarial Environments

Shen, Y., Chen, T. & Giannakis, G. B., Aug 24 2018, 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2018. Institute of Electrical and Electronics Engineers Inc., 8445874. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC; vol. 2018-June).

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

2019

Semi-Supervised Tracking of Dynamic Processes over Switching Graphs

Lu, Q., Ioannidis, V. N. & Giannakis, G. B., Jun 2019, 2019 IEEE Data Science Workshop, DSW 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 64-68 5 p. 8755553. (2019 IEEE Data Science Workshop, DSW 2019 - Proceedings).

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

1 Scopus citations
2016

Large-scale subspace clustering using random sketching and validation

Traganitis, P. A., Slavakis, K. & Giannakis, G. B., Feb 26 2016, Conference Record of the 49th Asilomar Conference on Signals, Systems and Computers, ACSSC 2015. Matthews, M. B. (ed.). IEEE Computer Society, p. 107-111 5 p. 7421092. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2016-February).

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

Joint Community and Anomaly Tracking in Dynamic Networks

Baingana, B. & Giannakis, G. B., Apr 15 2016, In : IEEE Transactions on Signal Processing. 64, 8, p. 2013-2025 13 p., 7362023.

Research output: Contribution to journalArticle

11 Scopus citations
2019

AdaDIF: Adaptive Diffusions for Efficient Semi-supervised Learning over Graphs

Berberidis, D., Nikolakopoulos, A. N. & Giannakis, G. B., Jan 22 2019, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Song, Y., Liu, B., Lee, K., Abe, N., Pu, C., Qiao, M., Ahmed, N., Kossmann, D., Saltz, J., Tang, J., He, J., Liu, H. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 92-99 8 p. 8622130. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

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

2 Scopus citations
2018

Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-Time Popularities

Sadeghi, A., Sheikholeslami, F. & Giannakis, G. B., Feb 2018, In : IEEE Journal on Selected Topics in Signal Processing. 12, 1, p. 180-190 11 p.

Research output: Contribution to journalArticle

Open Access
70 Scopus citations
2017

Robust clustering of data collected via crowdsourcing

Pages-Zamora, A., Giannakis, G. B., Lopez-Valcarce, R. & Gimenez-Febrer, P., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4014-4018 5 p. 7952910. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

1 Scopus citations
2019

Efficient proximal gradient algorithm for inference of differential gene networks

Wang, C., Gao, F., Giannakis, G. B., D'Urso, G. & Cai, X., May 2 2019, In : BMC bioinformatics. 20, 1, 224.

Research output: Contribution to journalArticle

Open Access
1 Scopus citations
2018

Real-time energy management with improved cost-capacity tradeoff

Li, B., Chen, T., Wang, X. & 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. 1045-1049 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

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

35 Scopus citations
2019

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

4 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

4 Scopus citations
2018

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
2016

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
2020

Graph-adaptive semi-supervised tracking of dynamic processes over switching network modes

Lu, Q., Ioannidis, V. N. & Giannakis, G. B., Jan 1 2020, In : IEEE Transactions on Signal Processing. 68, p. 2586-2597 12 p., 9056540.

Research output: Contribution to journalArticle

2018

Two-Scale Stochastic Control for Integrated Multipoint Communication Systems With Renewables

Wang, X., Chen, X., Chen, T., Huang, L. & Giannakis, G. B., May 2018, In : IEEE Transactions on Smart Grid. 9, 3, p. 1822-1834 13 p.

Research output: Contribution to journalArticle

16 Scopus citations
2019

Personalized difusions for top-n recommendation

Nikolakopoulos, A. N., Berberidis, D., Karypis, G. & Giannakis, G. B., Sep 10 2019, RecSys 2019 - 13th ACM Conference on Recommender Systems. Association for Computing Machinery, Inc, p. 260-268 9 p. (RecSys 2019 - 13th ACM Conference on Recommender Systems).

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

Open Access
2017

Optimal schedule of mobile edge computing for internet of things using partial information

Lyu, X., Ni, W., Tian, H., Liu, R. P., Wang, X., Giannakis, G. B. & Paulraj, A., Nov 2017, In : IEEE Journal on Selected Areas in Communications. 35, 11, p. 2606-2615 10 p., 8063331.

Research output: Contribution to journalArticle

79 Scopus citations
2019

Random feature-based online multi-kernel learning in environments with unknown dynamics

Shen, Y., Chen, T. & Giannakis, G. B., Feb 1 2019, In : Journal of Machine Learning Research. 20

Research output: Contribution to journalArticle

3 Scopus citations
2018

Sparse phase retrieval via iteratively reweighted amplitude flow

Wang, G., Zhang, L., Giannakis, G. B. & Chen, J., Nov 29 2018, 2018 26th European Signal Processing Conference, EUSIPCO 2018. European Signal Processing Conference, EUSIPCO, p. 712-716 5 p. 8553118. (European Signal Processing Conference; vol. 2018-September).

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

2 Scopus citations
2017

Online convex optimization for dynamic network resource allocation

Chen, T., Lingy, Q. & Giannakis, G. B., Oct 23 2017, 25th European Signal Processing Conference, EUSIPCO 2017. Institute of Electrical and Electronics Engineers Inc., p. 136-140 5 p. 8081184. (25th European Signal Processing Conference, EUSIPCO 2017; vol. 2017-January).

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

2 Scopus citations
2018

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

6 Scopus citations
2019

Robust and scalable power system state estimation via composite optimization

Wang, G., Giannakis, G. B. & Chen, J., Nov 2019, In : IEEE Transactions on Smart Grid. 10, 6, p. 6137-6147 11 p., 8632764.

Research output: Contribution to journalArticle

9 Scopus citations