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Author

  • Georgios B Giannakis
2013

Chance-constrained optimization of OFDMA cognitive radio uplinks

Soltani, N. Y., Kim, S. J. & Giannakis, G. B., Jan 29 2013, In : IEEE Transactions on Wireless Communications. 12, 3, p. 1098-1107 10 p., 6416888.

Research output: Contribution to journalArticle

60 Scopus citations
2018

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
2016

Microgrid dispatch and price of reliability using stochastic approximation

Lopez-Ramos, L. M., Kekatos, V., Marques, A. G. & 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. 1131-1135 5 p. 7418374. (2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015).

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

3 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
2019

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

6 Scopus citations
2013

Day-ahead electricity market forecasting using kernels

Kekatos, V., Veeramachaneni, S., Light, M. & Giannakis, G. B., May 6 2013, 2013 IEEE PES Innovative Smart Grid Technologies Conference, ISGT 2013. 6497797. (2013 IEEE PES Innovative Smart Grid Technologies Conference, ISGT 2013).

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

5 Scopus citations
2012

Robust nonparametric regression via sparsity control with application to load curve data cleansing

Mateos, G. & Giannakis, G. B., Apr 1 2012, In : IEEE Transactions on Signal Processing. 60, 4, p. 1571-1584 14 p., 6112694.

Research output: Contribution to journalArticle

30 Scopus citations
2013

Centrality-constrained graph embedding

Baingana, B. & Giannakis, G. B., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 3113-3117 5 p. 6638231. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

4 Scopus citations
2011

Distributed clustering using wireless sensor networks

Forero, P. A., Cano, A. & Giannakis, G. B., Aug 1 2011, In : IEEE Journal on Selected Topics in Signal Processing. 5, 4, p. 707-724 18 p., 5712153.

Research output: Contribution to journalArticle

98 Scopus citations
2015

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

43 Scopus citations
2011

Sparse graphical modeling of piecewise-stationary time series

Angelosante, D. & Giannakis, G. B., Aug 18 2011, 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings. p. 1960-1963 4 p. 5946893. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

24 Scopus citations
2013

Dynamic learning for cognitive radio sensing

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. 388-391 4 p. 6714089. (2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2013).

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

1 Scopus citations
2011

A convex relaxation approach to optimal placement of phasor measurement units

Kekatos, V. & Giannakis, G. B., Dec 1 2011, 2011 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2011. p. 145-148 4 p. 6135909. (2011 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2011).

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

8 Scopus citations
2018

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
2019

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

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
2018

Multi-kernel change detection for dynamic functional connectivity graphs

Karanikolas, G. V., Sporns, O. & 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. 1555-1559 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

2012

Robust RLS in the presence of correlated noise using outlier sparsity

Farahmand, S. & Giannakis, G. B., Jun 1 2012, In : IEEE Transactions on Signal Processing. 60, 6, p. 3308-3313 6 p., 6164269.

Research output: Contribution to journalArticle

16 Scopus citations
2016

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

26 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

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
2015

Dynamic and decentralized learning of overlapping network communities

Baingana, B. & Giannakis, G. B., Jan 1 2015, 2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2015. Institute of Electrical and Electronics Engineers Inc., p. 97-100 4 p. 7383745. (2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2015).

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

1 Scopus citations
2016

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
2017

Network topology inference via elastic net structural equation models

Traganitis, P. A., Shen, Y. & Giannakis, G. B., Oct 23 2017, 25th European Signal Processing Conference, EUSIPCO 2017. Institute of Electrical and Electronics Engineers Inc., p. 146-150 5 p. 8081186. (25th European Signal Processing Conference, EUSIPCO 2017; vol. 2017-January).

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

4 Scopus citations
2011

Exploiting sparse user activity in multiuser detection

Zhu, H. & Giannakis, G. B., Feb 1 2011, In : IEEE Transactions on Communications. 59, 2, p. 454-465 12 p., 5671560.

Research output: Contribution to journalArticle

170 Scopus citations
2018

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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17 Downloads (Pure)
2019

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

1 Scopus citations
2011

Sparse Volterra and polynomial regression models: Recoverability and estimation

Kekatos, V. & Giannakis, G. B., Dec 1 2011, In : IEEE Transactions on Signal Processing. 59, 12, p. 5907-5920 14 p., 5997322.

Research output: Contribution to journalArticle

49 Scopus citations

Joint rate and power control for coded cognitive radio networks

Rajawat, K., Dall'Anese, E. & Giannakis, G. B., Dec 1 2011, Conference Record of the 45th Asilomar Conference on Signals, Systems and Computers, ASILOMAR 2011. p. 1638-1642 5 p. 6190296. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

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

Multi-band cognitive radio spectrum sensing for quality-of-service traffic

Kim, S. J., Li, G. & Giannakis, G. B., Oct 1 2011, In : IEEE Transactions on Wireless Communications. 10, 10, p. 3506-3515 10 p., 6002417.

Research output: Contribution to journalArticle

14 Scopus citations
2014

Grid topology identification using electricity prices

Kekatos, V., Giannakis, G. B. & Baldick, R., Oct 29 2014, In : IEEE Power and Energy Society General Meeting. 2014-October, October, 6939474.

Research output: Contribution to journalConference article

19 Scopus citations
2019

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
2013

Decomposition algorithms for market clearing with large-scale demand response

Gatsis, N. & Giannakis, G. B., Dec 1 2013, In : IEEE Transactions on Smart Grid. 4, 4, p. 1976-1987 12 p., 6558502.

Research output: Contribution to journalArticle

42 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
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
2011

Resource allocation for wireless multiuser OFDM networks

Wang, X. & Giannakis, G. B., Jul 1 2011, In : IEEE Transactions on Information Theory. 57, 7, p. 4359-4372 14 p., 5895104.

Research output: Contribution to journalArticle

99 Scopus citations
2016

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

2017

Kernel-Based Reconstruction of Graph Signals

Romero, D., Ma, M. & Giannakis, G. B., Feb 1 2017, In : IEEE Transactions on Signal Processing. 65, 3, p. 764-778 15 p., 7605501.

Research output: Contribution to journalArticle

Open Access
53 Scopus citations
2011

Set-membership constrained particle filter: Distributed adaptation for sensor networks

Farahmand, S., Roumeliotis, S. I. & Giannakis, G. B., Sep 1 2011, In : IEEE Transactions on Signal Processing. 59, 9, p. 4122-4138 17 p., 5876336.

Research output: Contribution to journalArticle

76 Scopus citations
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
2013

Risk-constrained energy management with multiple wind farms

Zhang, Y., Gatsis, N. & Giannakis, G. B., May 6 2013, 2013 IEEE PES Innovative Smart Grid Technologies Conference, ISGT 2013. 6497884. (2013 IEEE PES Innovative Smart Grid Technologies Conference, ISGT 2013).

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

26 Scopus citations
2016

Estimating high-dimensional covariance matrices with misses for Kronecker product expansion models

Zamanighomi, M., Wang, Z. & 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. 2667-2671 5 p. 7472161. (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
2015

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
2011

Unveiling anomalies in large-scale networks via sparsity and low rank

Mardani, M., Mateos, G. & Giannakis, G. B., Dec 1 2011, Conference Record of the 45th Asilomar Conference on Signals, Systems and Computers, ASILOMAR 2011. p. 403-407 5 p. 6190029. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

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

7 Scopus citations
2020

Generalization Error Bounds for Kernel Matrix Completion and Extrapolation

Gimenez-Febrer, P., Pages-Zamora, A. & Giannakis, G. B., Jan 1 2020, In : IEEE Signal Processing Letters. 27, p. 326-330 5 p., 8974415.

Research output: Contribution to journalArticle

2012

Network-compressive coding for wireless sensors with correlated data

Rajawat, K., Cano, A. & Giannakis, G. B., Nov 29 2012, In : IEEE Transactions on Wireless Communications. 11, 12, p. 4264-4274 11 p., 6353398.

Research output: Contribution to journalArticle

8 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

Cooling-Aware Energy and Workload Management in Data Centers via Stochastic Optimization

Chen, T., Wang, X. & Giannakis, G. B., Mar 2016, In : IEEE Journal on Selected Topics in Signal Processing. 10, 2, p. 402-415 14 p., 7328245.

Research output: Contribution to journalArticle

Open Access
39 Scopus citations
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
2017

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

35 Scopus citations