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  • Georgios B Giannakis
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

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

Adaptive diffusions for scalable learning over graphs

Berberidis, D., Nikolakopoulos, A. N. & Giannakis, G. B., Mar 1 2019, In : IEEE Transactions on Signal Processing. 67, 5, p. 1307-1321 15 p., 8590776.

Research output: Contribution to journalArticle

4 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 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

3 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

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

9 Scopus citations

Coupled Graph and Tensor Factorization for Recommender Systems and Community Detection

Ioannidis, V. N., Zamzam, A. S., Giannakis, G. B. & Sidiropoulos, N. D., Jan 1 2019, (Accepted/In press) In : IEEE Transactions on Knowledge and Data Engineering.

Research output: Contribution to journalArticle

1 Scopus citations

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

4 Scopus citations

Distributed Network Caching via Dynamic Programming

Sadeghi, A., 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. 4574-4578 5 p. 8682210. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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

Distribution system state estimation: an overview of recent developments

Wang, G., Giannakis, G. B., Chen, J. & Sun, J., Jan 1 2019, In : Frontiers of Information Technology and Electronic Engineering. 20, 1, p. 4-17 14 p.

Research output: Contribution to journalReview article

11 Scopus citations

Distribution System State Estimation Via Data-Driven and Physics-Aware Deep Neural Networks

Zhang, L., Wang, G. & Giannakis, G. B., Jun 2019, 2019 IEEE Data Science Workshop, DSW 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 258-262 5 p. 8755581. (2019 IEEE Data Science Workshop, DSW 2019 - Proceedings).

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

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

Efficient Randomized Defense against Adversarial Attacks in Deep Convolutional Neural Networks

Sheikholeslami, F., Jain, S. & 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. 3277-3281 5 p. 8683348. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

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

Fast asynchronous decentralized optimization: Allowing multiple masters

Ma, M., Ren, J., Giannakis, G. B. & Haup, J., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 633-637 5 p. 8646514. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

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

Graph-aware Weighted Hybrid ADMM for Fast Decentralized Optimization

Ma, M. & Giannakis, G. B., 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. 1881-1885 5 p. 8645558. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

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

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

3 Scopus citations

Graph Neural Networks for Predicting Protein Functions

Ioannidis, V. N., Marques, A. G. & Giannakis, G. B., Dec 2019, 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 221-225 5 p. 9022646. (2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings).

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

Imputation of coupled tensors and GRAPHS

Ioannidis, V. N., Zamzam, A. S., Giannakis, G. B. & Sidiropoulos, N., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1331-1335 5 p. 8646576. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

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

Learning and Management for Internet of Things: Accounting for Adaptivity and Scalability

Chen, T., Barbarossa, S., Wang, X., Giannakis, G. B. & Zhang, Z. L., Apr 2019, In : Proceedings of the IEEE. 107, 4, p. 778-796 19 p., 8648462.

Research output: Contribution to journalArticle

9 Scopus citations

Learning Graph Processes with Multiple Dynamical Models

Lu, Q., Ioannidis, V. N., Giannakis, G. B. & Coutino, M., Nov 2019, Conference Record - 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019. Matthews, M. B. (ed.). IEEE Computer Society, p. 1783-1787 5 p. 9048993. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2019-November).

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

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

9 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

4 Scopus citations

Multi-Timescale Online Optimization of Network Function Virtualization for Service Chaining

Chen, X., Ni, W., Chen, T., Collings, I. B., Wang, X., Liu, R. P. & Giannakis, G. B., Dec 1 2019, In : IEEE Transactions on Mobile Computing. 18, 12, p. 2899-2912 14 p., 8570806.

Research output: Contribution to journalArticle

2 Scopus citations

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

Nonlinear dimensionality reduction for discriminative analytics of multiple datasets

Chen, J., Wang, G. & Giannakis, G. B., Feb 1 2019, In : IEEE Transactions on Signal Processing. 67, 3, p. 740-752 13 p., 8565879.

Research output: Contribution to journalArticle

3 Scopus citations

Nonlinear Discriminative Dimensionality Reduction of Multiple Datasets

Chen, J., Wang, G. & Giannakis, G. B., 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. 1993-1997 5 p. 8645467. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

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

Nonlinear Structural Vector Autoregressive Models with Application to Directed Brain Networks

Shen, Y., Giannakis, G. B. & Baingana, B., Oct 15 2019, In : IEEE Transactions on Signal Processing. 67, 20, p. 5325-5339 15 p., 8831393.

Research output: Contribution to journalArticle

1 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

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

Power System State Forecasting via Deep Recurrent Neural Networks

Zhang, L., 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. 8092-8096 5 p. 8683139. (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

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

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

5 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

2 Scopus citations

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

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

1 Scopus citations

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

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

8 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

5 Scopus citations

Scalable and Adaptive KNN for Regression over Graphs

Barrash, S., Shen, Y. & Giannakis, G. B., Dec 2019, 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 241-245 5 p. 9022509. (2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings).

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

Secure Edge Computing in IoT via Online Learning

Li, B., Chen, T., Wang, X. & Giannakis, G. B., 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. 2149-2153 5 p. 8645223. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

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

2 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

4 Scopus citations

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

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

Structured Egonet Tensors for Robust Node Embedding

Sheikholeslami, F. & Giannakis, G. B., Dec 2019, 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 465-469 5 p. 9022518. (2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings).

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

Two-timescale voltage regulation in distribution grids using deep reinforcement learning

Yang, Q., Wang, G., Sadeghi, A., Giannakis, G. B. & Sun, J., Oct 2019, 2019 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids, SmartGridComm 2019. Institute of Electrical and Electronics Engineers Inc., 8909764. (2019 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids, SmartGridComm 2019).

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

1 Scopus citations
2018

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

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 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
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