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  • Georgios B Giannakis
Article

Phase Retrieval via Reweighted Amplitude Flow

Wang, G., Giannakis, G. B., Saad, Y. & Chen, J., Jun 1 2018, In : IEEE Transactions on Signal Processing. 66, 11, p. 2818-2833 16 p.

Research output: Contribution to journalArticle

15 Scopus citations

Photovoltaic Inverter Controllers Seeking AC Optimal Power Flow Solutions

Dall'Anese, E., Dhople, S. V. & Giannakis, G. B., Jul 2016, In : IEEE Transactions on Power Systems. 31, 4, p. 2809-2823 15 p., 7272777.

Research output: Contribution to journalArticle

38 Scopus citations

Power system state estimation via feasible point pursuit: Algorithms and Cramér-rao bound

Wang, G., Zamzam, A. S., Giannakis, G. B. & Sidiropoulos, N. D., Mar 15 2018, In : IEEE Transactions on Signal Processing. 66, 6, p. 1649-1658 10 p., 8253864.

Research output: Contribution to journalArticle

11 Scopus citations

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

Randomized Block Frank-Wolfe for Convergent Large-Scale Learning

Zhang, L., Wang, G., Romero, D. & Giannakis, G. B., Dec 15 2017, In : IEEE Transactions on Signal Processing. 65, 24, p. 6448-6461 14 p., 8047993.

Research output: Contribution to journalArticle

Open Access
5 Scopus citations

Real-time energy management in microgrids with reduced battery capacity requirements

Li, B., Chen, T., Wang, X. & Giannakis, G. B., Mar 2019, In : IEEE Transactions on Smart Grid. 10, 2, p. 1928-1938 11 p., 8214260.

Research output: Contribution to journalArticle

3 Scopus citations

Real-Time Load Elasticity Tracking and Pricing for Electric Vehicle Charging

Soltani, N. Y., Kim, S. J. & Giannakis, G. B., May 1 2015, In : IEEE Transactions on Smart Grid. 6, 3, p. 1303-1313 11 p., 6948246.

Research output: Contribution to journalArticle

37 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

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

6 Scopus citations

Robust power system state estimation from rank-one measurements

Wang, G., Zhu, H., Giannakis, G. B. & Sun, J., Dec 2019, In : IEEE Transactions on Control of Network Systems. 6, 4, p. 1391-1403 13 p., 8601367.

Research output: Contribution to journalArticle

3 Scopus citations

Robust smart-grid-powered cooperative multipoint systems

Wang, X., Zhang, Y., Giannakis, G. B. & Hu, S., Nov 2015, In : IEEE Transactions on Wireless Communications. 14, 11, p. 6188-6199 12 p., 7134800.

Research output: Contribution to journalArticle

23 Scopus citations

Robust Workload and Energy Management for Sustainable Data Centers

Chen, T., Zhang, Y., Wang, X. & Giannakis, G. B., Mar 2016, In : IEEE Journal on Selected Areas in Communications. 34, 3, p. 651-664 14 p., 7397855.

Research output: Contribution to journalArticle

24 Scopus citations

Scalable Electric Vehicle Charging Protocols

Zhang, L., Kekatos, V. & Giannakis, G. B., Mar 2017, In : IEEE Transactions on Power Systems. 32, 2, p. 1451-1462 12 p., 7496921.

Research output: Contribution to journalArticle

23 Scopus citations

Scalable Optimization Methods for Distribution Networks with High PV Integration

Guggilam, S. S., Dall'Anese, E., Chen, Y. C., Dhople, S. V. & Giannakis, G. B., Jul 2016, In : IEEE Transactions on Smart Grid. 7, 4, p. 2061-2070 10 p., 7446350.

Research output: Contribution to journalArticle

Open Access
51 Scopus citations

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
15 Scopus citations

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

Secure Mobile Edge Computing in IoT via Collaborative Online Learning

Li, B., Chen, T. & Giannakis, G. B., Dec 1 2019, In : IEEE Transactions on Signal Processing. 67, 23, p. 5922-5935 14 p., 8882321.

Research output: Contribution to journalArticle

Semi-Blind inference of topologies and dynamical processes over dynamic graphs

Ioannidis, V. N., Shen, Y. & Giannakis, G. B., May 1 2019, In : IEEE Transactions on Signal Processing. 67, 9, p. 2263-2274 12 p., 8662630.

Research output: Contribution to journalArticle

2 Scopus citations

Sketch and validate for big data clustering

Traganitis, P. A., Slavakis, K. & Giannakis, G. B., Jun 1 2015, In : IEEE Journal on Selected Topics in Signal Processing. 9, 4, p. 678-690 13 p., 7018966.

Research output: Contribution to journalArticle

13 Scopus citations

Sketched subspace clustering

Traganitis, P. A. & Giannakis, G. B., Apr 1 2018, In : IEEE Transactions on Signal Processing. 66, 7, p. 1663-1675 13 p., 8170271.

Research output: Contribution to journalArticle

11 Scopus citations

Solving systems of random quadratic equations via truncated amplitude flow

Wang, G., Giannakis, G. B. & Eldar, Y. C., Feb 2018, In : IEEE Transactions on Information Theory. 64, 2, p. 773-794 22 p., 8049465.

Research output: Contribution to journalArticle

Open Access
62 Scopus citations

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

Stochastic Averaging for Constrained Optimization with Application to Online Resource Allocation

Chen, T., Mokhtari, A., Wang, X., Ribeiro, A. & Giannakis, G. B., Jun 15 2017, In : IEEE Transactions on Signal Processing. 65, 12, p. 3078-3093 16 p., 7874210.

Research output: Contribution to journalArticle

Open Access
18 Scopus citations

Stochastic Reactive Power Management in Microgrids with Renewables

Kekatos, V., Wang, G., Conejo, A. J. & Giannakis, G. B., Nov 1 2015, In : IEEE Transactions on Power Systems. 30, 6, p. 3386-3395 10 p., 6981998.

Research output: Contribution to journalArticle

67 Scopus citations

Subspace learning and imputation for streaming big data matrices and tensors

Mardani, M., Mateos, G. & Giannakis, G. B., May 15 2015, In : IEEE Transactions on Signal Processing. 63, 10, p. 2663-2677 15 p., 7072498.

Research output: Contribution to journalArticle

76 Scopus citations

Tensor decompositions for identifying directed graph topologies and tracking dynamic networks

Shen, Y., Baingana, B. & Giannakis, G. B., Jul 15 2017, In : IEEE Transactions on Signal Processing. 65, 14, p. 3675-3687 13 p., 7912297.

Research output: Contribution to journalArticle

Open Access
15 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

Tracking Switched Dynamic Network Topologies from Information Cascades

Baingana, B. & Giannakis, G. B., Feb 15 2017, In : IEEE Transactions on Signal Processing. 65, 4, p. 985-997 13 p., 7742937.

Research output: Contribution to journalArticle

Open Access
9 Scopus citations

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

14 Scopus citations

Two-Timescale Stochastic Dispatch of Smart Distribution Grids

Lopez-Ramos, L. M., Kekatos, V., Marques, A. G. & Giannakis, G. B., Sep 2018, In : IEEE Transactions on Smart Grid. 9, 5, p. 4282-4292 11 p., 7820228.

Research output: Contribution to journalArticle

2 Scopus citations

Voltage regulation algorithms for multiphase power distribution grids

Kekatos, V., Zhang, L., Giannakis, G. B. & Baldick, R., Sep 2016, In : IEEE Transactions on Power Systems. 31, 5, p. 3913-3923 11 p., 7317598.

Research output: Contribution to journalArticle

32 Scopus citations

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

10 Scopus citations
Chapter

Robust PCA by controlling sparsity in model residuals

Mateos, G. & Giannakis, G. B., Jul 6 2016, Handbook of Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing. CRC Press, p. 5.1-5.19

Research output: Chapter in Book/Report/Conference proceedingChapter

Conference article

LAG: Lazily aggregated gradient for communication-efficient distributed learning

Chen, T., Giannakis, G. B., Sun, T. & Yin, W., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 5050-5060 11 p.

Research output: Contribution to journalConference article

11 Scopus citations

Solving most systems of random quadratic equations

Wang, G., Giannakis, G. B., Saad, Y. & Chen, J., Jan 1 2017, In : Advances in Neural Information Processing Systems. 2017-December, p. 1868-1878 11 p.

Research output: Contribution to journalConference article

11 Scopus citations
19 Scopus citations
Conference contribution

Active sampling for graph-aware classification

Berberidis, D. & 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. 648-652 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

1 Scopus citations

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

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

Adaptive censoring for large-scale regressions

Berberidis, D. K., Kekatos, V., Wang, G. & Giannakis, G. B., Jan 1 2015, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-August. p. 5475-5479 5 p. 7179018

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

6 Scopus citations

Adaptive Diffusions for Scalable Learning over Graphs (MLG@KDD18)

Berberidis, D., Nikolakopoulos, A. & Giannakis, G. B., Aug 20 2018, Mining and Learning with Graphs Workshop @ ACM KDD 2018. p. 1 8 p.

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

Open Access
File
15 Downloads (Pure)

A data-driven approach to stochastic network optimization

Chen, T., Mokhtari, A., Wang, X., Ribeiro, A. & 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. 510-514 5 p. 7905894. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

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

1 Scopus citations

A generalized Frank-wolfe approach to decentralized electric vehicle charging

Zhang, L., Kekatos, V. & Giannakis, G. B., Dec 27 2016, 2016 IEEE 55th Conference on Decision and Control, CDC 2016. Institute of Electrical and Electronics Engineers Inc., p. 1105-1111 7 p. 7798415. (2016 IEEE 55th Conference on Decision and Control, CDC 2016).

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

4 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

Analytical Models for Resonant Beam Communications

Xiong, M., Liu, Q., Wang, G., Giannakis, G. B., Zhang, S. & Huang, C., Oct 2019, 2019 11th International Conference on Wireless Communications and Signal Processing, WCSP 2019. Institute of Electrical and Electronics Engineers Inc., 8927996. (2019 11th International Conference on Wireless Communications and Signal Processing, WCSP 2019).

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

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

A Recurrent Graph Neural Network for Multi-relational Data

Ioannidis, V. N., Marques, A. 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. 8157-8161 5 p. 8682836. (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

A Variational Bayes Approach to Adaptive Channel-gain Cartography

Lee, D. & 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. 8434-8438 5 p. 8683300. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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