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  • Georgios B Giannakis
2018

Kernel-based inference of functions over graphs

Ioannidis, V. N., Ma, M., Nikolakopoulos, A. N., Giannakis, G. B. & Romero, D., Jan 1 2018, Adaptive Learning Methods for Nonlinear System Modeling. Elsevier, p. 173-198 26 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

10 Scopus citations
2017

Overlapping community detection via constrained PARAFAC: A divide and conquer approach

Sheikholeslami, F. & Giannakis, G. B., Dec 15 2017, Proceedings - 17th IEEE International Conference on Data Mining, ICDM 2017. Karypis, G., Alu, S., Raghavan, V., Wu, X. & Miele, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 127-136 10 p. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2017-November).

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

4 Scopus citations

Inferring directed network topologies via tensor factorization

Shen, Y., Baingana, B. & 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. 1739-1743 5 p. 7869680. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

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

4 Scopus citations

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

Identifying directional connections in brain networks via multi-kernel granger models

Karanikolas, G. V. & 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. 6304-6308 5 p. 7953369. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

3 Scopus citations
2018

Big Data

Mardani, M., Mateos, G. & Giannakis, G. B., Jun 20 2018, Cooperative and Graph Signal Processing: Principles and Applications. Elsevier, p. 777-797 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2019

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

2018

Optimal Dynamic Proactive Caching Via Reinforcement Learning

Sadeghi, A., Sheikholeslami, F. & 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., 8445899. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC; vol. 2018-June).

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

3 Scopus citations
2017

Distributed Stochastic Optimization of Network Function Virtualization

Chen, X., Ni, W., Chen, T., Collings, I. B., Wang, X., Liu, R. P. & Giannakis, G. B., Jul 1 2017, 2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1-6 6 p. (2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings; vol. 2018-January).

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

6 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
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

2019

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

3 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

2019

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

10 Scopus citations
2018

Random Walks with Restarts for Graph-Based Classification: Teleportation Tuning and Sampling Design

Berberidis, D., 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. 2811-2815 5 p. 8461548. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

File
2 Scopus citations
283 Downloads (Pure)
2016

Fast localized voltage regulation in single-phase distribution grids

Kekatos, V., Zhang, L., Giannakis, G. B. & Baldick, R., Mar 17 2016, 2015 IEEE International Conference on Smart Grid Communications, SmartGridComm 2015. Institute of Electrical and Electronics Engineers Inc., p. 725-730 6 p. 7436387. (2015 IEEE International Conference on Smart Grid Communications, SmartGridComm 2015).

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

13 Scopus citations
2018

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

37 Scopus citations

Data-Adaptive Active Sampling for Efficient Graph-Cognizant Classification

Berberidis, D. & Giannakis, G. B., Oct 1 2018, In : IEEE Transactions on Signal Processing. 66, 19, p. 5167-5179 13 p., 8445612.

Research output: Contribution to journalArticle

1 Scopus citations
2017

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
10 Scopus citations

Data sketching for large-scale kalman filtering

Berberidis, D. & Giannakis, G. B., Jul 15 2017, In : IEEE Transactions on Signal Processing. 65, 14, p. 3688-3701 14 p., 7893735.

Research output: Contribution to journalArticle

Open Access
6 Scopus citations
2019

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

13 Scopus citations
2018

Inference of Spatio-Temporal Functions over Graphs via Multikernel Kriged Kalman Filtering

Ioannidis, V. N., Romero, D. & Giannakis, G. B., Jun 15 2018, In : IEEE Transactions on Signal Processing. 66, 12, p. 3228-3239 12 p.

Research output: Contribution to journalArticle

10 Scopus citations

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

21 Scopus citations
2016

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

30 Scopus citations
2019

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

4 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

1 Scopus citations

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

2016

Robust geographical load balancing for sustainable data centers

Chen, T., Zhang, Y., Wang, X. & 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. 3526-3530 5 p. 7472333. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).

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

7 Scopus citations

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
2018

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

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
2020

Bandit online learning with unknown delays

Li, B., Chen, T. & Giannakis, G. B., Jan 1 2020.

Research output: Contribution to conferencePaper

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

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

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
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
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

Kernel-Based Semi-Supervised Learning over Multilayer Graphs

Ioannidis, V. N., Traganitis, P. A., Shen, Y. & 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., 8445870. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC; vol. 2018-June).

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

5 Scopus citations

Identification of Overlapping Communities via Constrained Egonet Tensor Decomposition

Sheikholeslami, F. & Giannakis, G. B., Nov 1 2018, In : IEEE Transactions on Signal Processing. 66, 21, p. 5730-5745 16 p., 8470175.

Research output: Contribution to journalArticle

4 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

2017

Kernel-based structural equation models for topology identification of directed networks

Shen, Y., Baingana, B. & Giannakis, G. B., May 15 2017, In : IEEE Transactions on Signal Processing. 65, 10, p. 2503-2516 14 p., 7840051.

Research output: Contribution to journalArticle

Open Access
41 Scopus citations
2019

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
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

Distributed Stochastic Market Clearing with High-Penetration Wind Power

Zhang, Y. & Giannakis, G. B., Mar 2016, In : IEEE Transactions on Power Systems. 31, 2, p. 895-906 12 p., 7101303.

Research output: Contribution to journalArticle

44 Scopus citations

Dynamic Energy Management for Smart-Grid-Powered Coordinated Multipoint Systems

Wang, X., Zhang, Y., Chen, T. & Giannakis, G. B., May 2016, In : IEEE Journal on Selected Areas in Communications. 34, 5, p. 1348-1359 12 p., 7389362.

Research output: Contribution to journalArticle

36 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

41 Scopus citations

Estimating Traffic and Anomaly Maps via Network Tomography

Mardani, M. & Giannakis, G. B., Jun 2016, In : IEEE/ACM Transactions on Networking. 24, 3, p. 1533-1547 15 p., 7098434.

Research output: Contribution to journalArticle

28 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

34 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
2 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

2 Scopus citations