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Research Output 2013 2019

  • 18 Conference contribution
  • 16 Article
  • 3 Conference article
  • 1 Review article
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Conference contribution
2019

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

Principal component analysis
Learning systems
Signal processing
Decomposition
Experiments
1 Citation (Scopus)

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

State estimation
Smart power grids
Electric potential
Electric vehicles
Physics
2018
1 Citation (Scopus)

Canonical Correlation Analysis with Common Graph Priors

Chen, J., Wang, G., Shen, Y. & Giannakis, G. B., Aug 29 2018, 2018 IEEE Statistical Signal Processing Workshop, SSP 2018. Institute of Electrical and Electronics Engineers Inc., p. 463-467 5 p. 8450749. (2018 IEEE Statistical Signal Processing Workshop, SSP 2018).

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

Blind source separation
Image classification
Data fusion
Geometry
fusion
4 Citations (Scopus)

Dpca: Dimensionality Reduction for Discriminative Analytics of Multiple Large-Scale Datasets

Wang, G., Chen, J. & 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. 2211-2215 5 p. 8461744. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

Principal component analysis
Singular value decomposition
4 Citations (Scopus)

Going beyond linear dependencies to unveil connectivity of meshed grids

Zhang, L., Wang, G. & 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

Partial Correlation
Connectivity
norms
Kernel Regression
grids
1 Citation (Scopus)

Sparse phase retrieval via iteratively reweighted amplitude flow

Wang, G., Zhang, L., Giannakis, G. B. & Chen, J., Nov 29 2018, 2018 26th European Signal Processing Conference, EUSIPCO 2018. European Signal Processing Conference, EUSIPCO, p. 712-716 5 p. 8553118. (European Signal Processing Conference; vol. 2018-September).

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

Costs
Experiments
2017
3 Citations (Scopus)

Power system state estimation via feasible point pursuit

Wang, G., Zamzam, A. S., Giannakis, G. B. & Sidiropoulos, N. D., Apr 19 2017, 2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 773-777 5 p. 7905947. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

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

State estimation
Quadratic programming
Electric potential
System stability
1 Citation (Scopus)

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

Large scale systems
Big data
5 Citations (Scopus)

SPARTA: Sparse phase retrieval via Truncated Amplitude flow

Wang, G., Giannakis, G. B., Chen, J. & Akcakaya, M., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3974-3978 5 p. 7952902. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Additive noise
Principal component analysis
Computational complexity
Recovery
1 Citation (Scopus)

Tensor completion via group-sparse regularization

Yang, B., Wang, G. & Sidiropoulos, N., 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. 1750-1754 5 p. 7869682. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

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

Tensors
Factorization
Factor analysis
2016
2 Citations (Scopus)

Stochastic energy management in distribution grids

Wang, G., Kekatos, V. & 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. 3476-3480 5 p. 7472323. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).

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

Energy management
Reactive power
Voltage control
Solar energy
Costs
2015
5 Citations (Scopus)

Adaptive censoring for large-scale regressions

Berberidis, D. K., Kekatos, V., Wang, G. & Giannakis, G. B., Jan 1 2015, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-August. p. 5475-5479 5 p. 7179018

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

Redundancy
Processing
Big data
2 Citations (Scopus)

Online censoring for large-scale regressions

Berberidis, D., Wang, G., Giannakis, G. B. & Kekatos, V., Jan 1 2015, Conference Record of the 48th Asilomar Conference on Signals, Systems and Computers. IEEE Computer Society, Vol. 2015-April. p. 14-18 5 p. 7094386

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

Maximum likelihood
Data reduction
Big data
2014
9 Citations (Scopus)

Online reconstruction from big data via compressive censoring

Wang, G., Berberidis, D., Kekatos, V. & 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. 326-330 5 p. 7032132

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

Convex optimization
Processing
Linear regression
Maximum likelihood
Redundancy
8 Citations (Scopus)

Online semidefinite programming for power system state estimation

Kim, S. J., Wang, 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. 6024-6027 4 p. 6854760

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

State estimation
Control nonlinearities
Convex optimization
3 Citations (Scopus)

Stochastic loss minimization for power distribution networks

Kekatos, V., Wang, G. & Giannakis, G. B., Nov 21 2014, 2014 North American Power Symposium, NAPS 2014. Institute of Electrical and Electronics Engineers Inc., 6965430. (2014 North American Power Symposium, NAPS 2014).

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

Electric power distribution
Lagrange multipliers
Distributed power generation
Electric potential
Electric vehicles
2013
4 Citations (Scopus)

On sequential Kalman filtering with scheduled measurements

Wang, G., Chen, J. & Sun, J., Dec 1 2013, 2013 IEEE International Conference on Cyber Technology in Automation, Control and Intelligent Systems, IEEE-CYBER 2013. p. 450-455 6 p. 6705488

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

Innovation
Stochastic systems
Convergence of numerical methods
Kalman filters
Error analysis

Stochastic stability of extended filtering for nonlinear systems with measurement packet losses

Wang, G., Chen, J. & Sun, J., Jul 12 2013, Proceedings of the 3rd IASTED Asian Conference on Modelling, Identification, and Control, AsiaMIC 2013. p. 127-133 7 p. (Proceedings of the 3rd IASTED Asian Conference on Modelling, Identification, and Control, AsiaMIC 2013).

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

Stochastic Stability
Packet Loss
Packet loss
Nonlinear systems
Estimation Error