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Author

  • Georgios B Giannakis
2012

Decentralized power system state estimation

Kekatos, V. & Giannakis, G. B., Dec 1 2012, 2012 IEEE Global Communications Conference, GLOBECOM 2012. p. 3141-3146 6 p. 6503597. (GLOBECOM - IEEE Global Telecommunications Conference).

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

6 Scopus citations
2013

Online learning of load elasticity for electric vehicle charging

Soltani, N. Y., Kim, S. J. & Giannakis, G. B., Dec 1 2013, 2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2013. p. 436-439 4 p. 6714101. (2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2013).

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

8 Scopus citations
2014

A proximal gradient algorithm for tracking cascades over networks

Baingana, B., Mateos, G. & Giannakis, G. B., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 4778-4782 5 p. 6854509. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

2012

Robust power system state estimation for the nonlinear AC flow model

Zhu, H. & Giannakis, G. B., Dec 10 2012, 2012 North American Power Symposium, NAPS 2012. 6336405. (2012 North American Power Symposium, NAPS 2012).

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

12 Scopus citations
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
2013

Identifiability of sparse structural equation models for directed and cyclic networks

Bazerque, J. A., Baingana, B. & Giannakis, G. B., Dec 1 2013, 2013 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2013 - Proceedings. p. 839-842 4 p. 6737022. (2013 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2013 - Proceedings).

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

16 Scopus citations
2012

Backhaul-constrained multi-cell cooperation using compressive sensing and spectral clustering

Kim, S. J., Jain, S. & Giannakis, G. B., Nov 2 2012, 2012 IEEE 13th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2012. p. 65-69 5 p. 6292980. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC).

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

19 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
2014

Tracking anomalous community memberships in time-varying networks

Baingana, B. & Giannakis, G. B., Feb 5 2014, 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 867-871 5 p. 7032243. (2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014).

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

2017

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

2013

Online robust portfolio risk management using total least-squares and parallel splitting algorithms

Slavakis, K., Leus, G. & Giannakis, G. B., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 5686-5690 5 p. 6638753. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

2 Scopus citations
2015

Online subspace learning and nonlinear classification of Big Data with misses

Sheikholesalmi, F. & Giannakis, G. B., Apr 15 2015, 2015 49th Annual Conference on Information Sciences and Systems, CISS 2015. Institute of Electrical and Electronics Engineers Inc., 7086881. (2015 49th Annual Conference on Information Sciences and Systems, CISS 2015).

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

1 Scopus citations
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
2015

Distributed robust resource allocation for renewable powered wireless cellular networks

Zhang, Y., Wang, X., Giannakis, G. B. & Hu, S., Aug 10 2015, 2015 IEEE International Black Sea Conference on Communications and Networking, BlackSeaCom 2015. Institute of Electrical and Electronics Engineers Inc., p. 210-214 5 p. 7185117. (2015 IEEE International Black Sea Conference on Communications and Networking, BlackSeaCom 2015).

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

1 Scopus citations
2012

Weighted sparse signal decomposition

Babaie-Zadeh, M., Mehrdad, B. & Giannakis, G. B., Oct 23 2012, 2012 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2012 - Proceedings. p. 3425-3428 4 p. 6288652. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

5 Scopus citations
2011

Residential demand response with interruptible tasks: Duality and algorithms

Gatsis, N. & Giannakis, G. B., Dec 1 2011, 2011 50th IEEE Conference on Decision and Control and European Control Conference, CDC-ECC 2011. p. 1-6 6 p. 6161103. (Proceedings of the IEEE Conference on Decision and Control).

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

43 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
2014

Online dictionary learning from big data using accelerated stochastic approximation algorithms

Slavakis, K. & Giannakis, G. B., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 16-20 5 p. 6853549. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

14 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

2011

Resource allocation for OFDMA cognitive radios under channel uncertainty

Kim, S. J., Soltani, N. Y. & Giannakis, G. B., Aug 18 2011, 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings. p. 3188-3191 4 p. 5946699

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

3 Scopus citations
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

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2 Scopus citations
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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
2011

Group lassoing change-points in piecewise-stationary AR signals

Angelosante, D. & Giannakis, G. B., Sep 29 2011, 17th DSP 2011 International Conference on Digital Signal Processing, Proceedings. 6005007. (17th DSP 2011 International Conference on Digital Signal Processing, Proceedings).

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

4 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
2011

Power control with imperfect exchanges and applications to spectrum sharing

Gatsis, N. & Giannakis, G. B., Jul 1 2011, In : IEEE Transactions on Signal Processing. 59, 7, p. 3410-3423 14 p., 5752260.

Research output: Contribution to journalArticle

3 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
2015

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

83 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
2012

Sensor-centric data reduction for estimation with WSNs via censoring and quantization

Msechu, E. J. & Giannakis, G. B., Jan 1 2012, In : IEEE Transactions on Signal Processing. 60, 1, p. 400-414 15 p., 6093758.

Research output: Contribution to journalArticle

99 Scopus citations
2014

Optimal dispatch of photovoltaic inverters in residential distribution systems

Dall'Anese, E., Dhople, S. & Giannakis, G. B., Apr 2014, In : IEEE Transactions on Sustainable Energy. 5, 2, p. 487-497 11 p., 6719562.

Research output: Contribution to journalArticle

148 Scopus citations
2011

Cross-layer design of coded multicast for wireless random access networks

Rajawat, K., Gatsis, N., Kim, S. J. & Giannakis, G. B., Jun 6 2011, 2011 45th Annual Conference on Information Sciences and Systems, CISS 2011. 5766140. (2011 45th Annual Conference on Information Sciences and Systems, CISS 2011).

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

3 Scopus citations
2018

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
2013

Robust network traffic estimation via sparsity and low rank

Mardani, M. & Giannakis, G. B., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 4529-4533 5 p. 6638517. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

25 Scopus citations
2012

Robust PCA as bilinear decomposition with outlier-sparsity regularization

Mateos, G. & Giannakis, G. B., Sep 26 2012, In : IEEE Transactions on Signal Processing. 60, 10, p. 5176-5190 15 p., 6218787.

Research output: Contribution to journalArticle

58 Scopus citations

Robust clustering using outlier-sparsity regularization

Forero, P. A., Kekatos, V. & Giannakis, G. B., Jul 23 2012, In : IEEE Transactions on Signal Processing. 60, 8, p. 4163-4177 15 p., 6190766.

Research output: Contribution to journalArticle

30 Scopus citations
2019

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
2015

Short-term wind power forecasting using nonnegative sparse coding

Zhang, Y., Kim, S. J. & Giannakis, G. B., Apr 15 2015, 2015 49th Annual Conference on Information Sciences and Systems, CISS 2015. Institute of Electrical and Electronics Engineers Inc., 7086873. (2015 49th Annual Conference on Information Sciences and Systems, CISS 2015).

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

5 Scopus citations