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  • Georgios B Giannakis
2015

Spectrum cartography using quantized observations

Romero, D., Kim, S. J., Lopez-Valcarce, R. & Giannakis, G. B., Aug 4 2015, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3252-3256 5 p. 7178572. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2015-August).

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

10 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
2015

Online spectrum cartography via quantized measurements

Romero, D., 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., 7086874. (2015 49th Annual Conference on Information Sciences and Systems, CISS 2015).

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

5 Scopus citations
2018

Distributed online optimization of fog computing for selfish devices with out-of-date information

Lyu, X., Ni, W., Tian, H., Liu, R. P., Wang, X., Giannakis, G. B. & Paulraj, A., Nov 2018, In : IEEE Transactions on Wireless Communications. 17, 11, p. 7704-7717 14 p., 8467524.

Research output: Contribution to journalArticle

6 Scopus citations
2016

Kernel-based low-rank feature extraction on a budget for big data streams

Sheikholeslami, F., Berberidis, D. & Giannakis, G. B., Feb 23 2016, 2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015. Institute of Electrical and Electronics Engineers Inc., p. 928-932 5 p. 7418333. (2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015).

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

4 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
2018

Reinforcement learning for 5G caching with dynamic cost

Sadeghi, A., Sheikholeslami, F., Matrques, A. G. & 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. 6653-6657 5 p. 8462673. (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
2017

Solving large-scale systems of random quadratic equations via stochastic truncated amplitude flow

Wang, G., Giannakis, G. B. & Chen, J., Oct 23 2017, 25th European Signal Processing Conference, EUSIPCO 2017. Institute of Electrical and Electronics Engineers Inc., p. 1420-1424 5 p. 8081443. (25th European Signal Processing Conference, EUSIPCO 2017; vol. 2017-January).

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

2 Scopus citations

An Online Convex Optimization Approach to Proactive Network Resource Allocation

Chen, T., Ling, Q. & Giannakis, G. B., Dec 15 2017, In : IEEE Transactions on Signal Processing. 65, 24, p. 6350-6364 15 p., 8027140.

Research output: Contribution to journalArticle

28 Scopus citations
2019

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

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
62 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

79 Scopus citations
2018

Decentralized RLS with data-adaptive censoring for regressions over large-scale networks

Wang, Z., Yu, Z., Ling, Q., Berberidis, D. & Giannakis, G. B., Mar 15 2018, In : IEEE Transactions on Signal Processing. 66, 6, p. 1634-1648 15 p., 8264782.

Research output: Contribution to journalArticle

5 Scopus citations
2016

Energy and workload management for data centers in renewable-integrated power grid

Chen, T., Wang, X. & Giannakis, G. B., Feb 23 2016, 2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015. Institute of Electrical and Electronics Engineers Inc., p. 513-517 5 p. 7418248

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

3 Scopus citations
2018

Blind Multiclass Ensemble Classification

Traganitis, P. A., Pages-Zamora, A. & Giannakis, G. B., Sep 15 2018, In : IEEE Transactions on Signal Processing. 66, 18, p. 4737-4752 16 p., 8421667.

Research output: Contribution to journalArticle

4 Scopus citations
2019

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

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
2018

Fast Decentralized Learning Via Hybrid Consensus Admm

Ma, M., 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. 3829-3833 5 p. 8462038. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

File
3 Scopus citations
270 Downloads (Pure)
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
40 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

2 Scopus citations
2018

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

12 Scopus citations
2017

Topology inference of multilayer networks

Traganitis, P. A., Shen, Y. & Giannakis, G. B., Nov 20 2017, 2017 IEEE Conference on Computer Communications Workshops, INFOCOM WKSHPS 2017. Institute of Electrical and Electronics Engineers Inc., p. 898-903 6 p. 8116495

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

3 Scopus citations
2016

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

25 Scopus citations
2019

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

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
2018

Memory efficient low-rank non-linear subspace tracking

Sheikholeslami, F., Berberidis, D. & 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. 8313099. (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

1 Scopus citations

Semi-parametric graph kernel-based reconstruction

Ioannidis, V. N., Nikolakopoulos, A. N. & 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., Vol. 2018-January. p. 588-592 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

Open Access
File
5 Scopus citations
38 Downloads (Pure)

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

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
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

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

Learning from unequally reliable blind ensembles of classifiers

Traganitis, P. A., Pagès-Zamora, A. & 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. 106-110 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

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
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
2015

Online sketching of big categorical data with absent features

Shen, Y., Mardani, M. & Giannakis, G. B., Apr 15 2015, 2015 49th Annual Conference on Information Sciences and Systems, CISS 2015. Institute of Electrical and Electronics Engineers Inc., 7086875. (2015 49th Annual Conference on Information Sciences and Systems, CISS 2015).

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

2 Scopus citations
2016
21 Scopus citations

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
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

SEMI-BLIND INFERENCE of TOPOLOGIES and SIGNALS over GRAPHS

Ioannidis, V. N., Shen, Y. & Giannakis, G. B., Aug 17 2018, 2018 IEEE Data Science Workshop, DSW 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 165-169 5 p. 8439117. (2018 IEEE Data Science Workshop, DSW 2018 - Proceedings).

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

1 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

4 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

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

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

41 Scopus citations
2018
Open Access
2 Scopus citations

Heterogeneous Online Learning for 'Thing-Adaptive' Fog Computing in IoT

Chen, T., Ling, Q., Shen, Y. & Giannakis, G. B., Dec 2018, In : IEEE Internet of Things Journal. 5, 6, p. 4328-4341 14 p., 8421013.

Research output: Contribution to journalArticle

7 Scopus citations
2017

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
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
2017

PARAFAC-based multilinear subspace clustering for tensor data

Traganitis, P. 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. 1280-1284 5 p. 7906047. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

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

3 Scopus citations

Learning power spectrum maps from quantized power measurements

Romero, D., Kim, S. J., Giannakis, G. B. & Lopez-Valcarce, R., May 15 2017, In : IEEE Transactions on Signal Processing. 65, 10, p. 2547-2560 14 p., 7849214.

Research output: Contribution to journalArticle

Open Access
12 Scopus citations