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Publications: Journal Papers Submitted


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Akcakaya, Mehmet

G. Wang, L. Zhang, G. B. Giannakis, M. Akcakaya, and J. Chen, "SPARTA: Sparse Phase Retrieval via Truncated Amplitude Flow," IEEE Transactions on Signal Processing, submitted November 2016; revised April 2017.

Baingana, Brian

Y. Shen, B. Baingana, and G. B. Giannakis, "Nonlinear Structural Vector Autoregressive Models for Inferring Effective Brain Network Connectivity," IEEE Transactions on Medical Imaging, submitted October 2016; revised April 2017.

Berberidis, Dimitrios K.

Z. Wang, Z. Yu, Q. Ling, D. K. Berberidis, and G. B. Giannakis, "Decentralized RLS with Data-Adaptive Censoring for Regressions over Large-Scale Networks," IEEE Transactions on Signal Processing, submitted December 2016.

F. Sheikholeslami, D. K. Berberidis, and G. B. Giannakis, "Large-scale Kernel-based Feature Extraction via Budgeted Nonlinear Subspace Tracking," IEEE Transactions on Pattern Analysis and Machine Intelligence, submitted July 2016.

Chen, Jie

G. Wang, L. Zhang, G. B. Giannakis, M. Akcakaya, and J. Chen, "SPARTA: Sparse Phase Retrieval via Truncated Amplitude Flow," IEEE Transactions on Signal Processing, submitted November 2016; revised April 2017.

Chen, Tianyi

T. Chen, Q. Ling, and G. B. Giannakis, "Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation," IEEE Transactions on Control of Network Systems, January 2017.

T. Chen, Q. Ling, and G. B. Giannakis, "An Online Convex Optimization Approach to Dynamic Network Resource Allocation," IEEE Transactions on Signal Processing, submitted January 2017; revised April 2017.

Deng, Ruilong

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

Eldar, Yonina

G. Wang, G. B. Giannakis, and Y. Eldar, "Solving Random Systems of Quadratic Equations via Truncated Amplitude Flow," IEEE Transactions on Information Theory, submitted July 2016; revised March 2017.

Giannakis, Georgios B.

P. A. Traganitis, K. Slavakis, and G. B. Giannakis, "Large-Scale Subspace Clustering using Sketching and Validation," IEEE Transactions on Pattern Analysis and Machine Intelligence, submitted April 2017.

G. V. Karanikolas, G. B. Giannakis, and R. M. Leahy, "Multi-kernel based nonlinear functional connectivity models," NeuroImage, submitted April 2017.

G. Wang, A. S. Zamzam, G. B. Giannakis, and N. D. Sidiropoulos, "Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramer-Rao Bound," IEEE Transactions on Power Systems, submitted February 2017.

T. Chen, Q. Ling, and G. B. Giannakis, "Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation," IEEE Transactions on Control of Network Systems, January 2017.

T. Chen, Q. Ling, and G. B. Giannakis, "An Online Convex Optimization Approach to Dynamic Network Resource Allocation," IEEE Transactions on Signal Processing, submitted January 2017; revised April 2017.

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

Z. Wang, Z. Yu, Q. Ling, D. K. Berberidis, and G. B. Giannakis, "Decentralized RLS with Data-Adaptive Censoring for Regressions over Large-Scale Networks," IEEE Transactions on Signal Processing, submitted December 2016.

L. Zhang, G. Wang, D. Romero, and G. B. Giannakis, "Randomized Block Frank-Wolfe for Convergent Large-Scale Learning," IEEE Transactions on Signal Processing, submitted December 2016.

D. Lee, S.-J. Kim, and G. B. Giannakis, "Leveraging Low-Rank and Sparsity for Channel Gain Cartography," IEEE Transactions on Wireless Communications, submitted November 2016; revised March 2017.

D. Romero, V. N. Ioannidis, and G. B. Giannakis, "Kernel-based Reconstruction and Kalman Filtering of Space-time Functions on Dynamic Graphs," IEEE Journal on Special Topics in Signal Processing, submitted November 2016; revised April 2017.

G. Wang, L. Zhang, G. B. Giannakis, M. Akcakaya, and J. Chen, "SPARTA: Sparse Phase Retrieval via Truncated Amplitude Flow," IEEE Transactions on Signal Processing, submitted November 2016; revised April 2017.

M. Mardani, G. B. Giannakis, and K. Ugurbil, "Tracking Low-rank Tensor Subspaces with Informative Random Subsampling for Real-Time MRI," IEEE Transactions on Medical Imaging, submitted October 2016; revised April 2017.

Y. Shen, B. Baingana, and G. B. Giannakis, "Nonlinear Structural Vector Autoregressive Models for Inferring Effective Brain Network Connectivity," IEEE Transactions on Medical Imaging, submitted October 2016; revised April 2017.

F. Sheikholeslami, D. K. Berberidis, and G. B. Giannakis, "Large-scale Kernel-based Feature Extraction via Budgeted Nonlinear Subspace Tracking," IEEE Transactions on Pattern Analysis and Machine Intelligence, submitted July 2016.

G. Wang, G. B. Giannakis, and Y. Eldar, "Solving Random Systems of Quadratic Equations via Truncated Amplitude Flow," IEEE Transactions on Information Theory, submitted July 2016; revised March 2017.

S.-J. Kim, N. Jain, and G. B. Giannakis, "Blind Spectrum Sensing for Cognitive Radios using Dictionary Learning," IEEE Transactions on Cognitive Communications and Networking, submitted Sept. 2015; re-revised January 2017.

S.-J. Kim, Y. Zhang, and G. B. Giannakis, "Forecasting Loads and Renewables via Low Rank plus Sparse Nonnegative Matrix Factorization," IEEE Transactions on Sustainable Energy, submitted April 2015.

Ioannidis, Vassilis

D. Romero, V. N. Ioannidis, and G. B. Giannakis, "Kernel-based Reconstruction and Kalman Filtering of Space-time Functions on Dynamic Graphs," IEEE Journal on Special Topics in Signal Processing, submitted November 2016; revised April 2017.

Jain, Nitin

S.-J. Kim, N. Jain, and G. B. Giannakis, "Blind Spectrum Sensing for Cognitive Radios using Dictionary Learning," IEEE Transactions on Cognitive Communications and Networking, submitted Sept. 2015; re-revised January 2017.

Karanikolas, Georgios V.

G. V. Karanikolas, G. B. Giannakis, and R. M. Leahy, "Multi-kernel based nonlinear functional connectivity models," NeuroImage, submitted April 2017.

Kim, Seung-Jun

D. Lee, S.-J. Kim, and G. B. Giannakis, "Leveraging Low-Rank and Sparsity for Channel Gain Cartography," IEEE Transactions on Wireless Communications, submitted November 2016; revised March 2017.

S.-J. Kim, N. Jain, and G. B. Giannakis, "Blind Spectrum Sensing for Cognitive Radios using Dictionary Learning," IEEE Transactions on Cognitive Communications and Networking, submitted Sept. 2015; re-revised January 2017.

S.-J. Kim, Y. Zhang, and G. B. Giannakis, "Forecasting Loads and Renewables via Low Rank plus Sparse Nonnegative Matrix Factorization," IEEE Transactions on Sustainable Energy, submitted April 2015.

Leahy, Richard M.

G. V. Karanikolas, G. B. Giannakis, and R. M. Leahy, "Multi-kernel based nonlinear functional connectivity models," NeuroImage, submitted April 2017.

Lee, Donghoon

D. Lee, S.-J. Kim, and G. B. Giannakis, "Leveraging Low-Rank and Sparsity for Channel Gain Cartography," IEEE Transactions on Wireless Communications, submitted November 2016; revised March 2017.

Ling, Qing

T. Chen, Q. Ling, and G. B. Giannakis, "Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation," IEEE Transactions on Control of Network Systems, January 2017.

T. Chen, Q. Ling, and G. B. Giannakis, "An Online Convex Optimization Approach to Dynamic Network Resource Allocation," IEEE Transactions on Signal Processing, submitted January 2017; revised April 2017.

Z. Wang, Z. Yu, Q. Ling, D. K. Berberidis, and G. B. Giannakis, "Decentralized RLS with Data-Adaptive Censoring for Regressions over Large-Scale Networks," IEEE Transactions on Signal Processing, submitted December 2016.

Low, Steven H.

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

Mardani, Morteza

M. Mardani, G. B. Giannakis, and K. Ugurbil, "Tracking Low-rank Tensor Subspaces with Informative Random Subsampling for Real-Time MRI," IEEE Transactions on Medical Imaging, submitted October 2016; revised April 2017.

Romero, Daniel

L. Zhang, G. Wang, D. Romero, and G. B. Giannakis, "Randomized Block Frank-Wolfe for Convergent Large-Scale Learning," IEEE Transactions on Signal Processing, submitted December 2016.

D. Romero, V. N. Ioannidis, and G. B. Giannakis, "Kernel-based Reconstruction and Kalman Filtering of Space-time Functions on Dynamic Graphs," IEEE Journal on Special Topics in Signal Processing, submitted November 2016; revised April 2017.

Sheikholeslami, Fatemeh

F. Sheikholeslami, D. K. Berberidis, and G. B. Giannakis, "Large-scale Kernel-based Feature Extraction via Budgeted Nonlinear Subspace Tracking," IEEE Transactions on Pattern Analysis and Machine Intelligence, submitted July 2016.

Shen, Yanning

Y. Shen, B. Baingana, and G. B. Giannakis, "Nonlinear Structural Vector Autoregressive Models for Inferring Effective Brain Network Connectivity," IEEE Transactions on Medical Imaging, submitted October 2016; revised April 2017.

Sidiropoulos, Nicholas D.

G. Wang, A. S. Zamzam, G. B. Giannakis, and N. D. Sidiropoulos, "Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramer-Rao Bound," IEEE Transactions on Power Systems, submitted February 2017.

Slavakis, Konstantinos

P. A. Traganitis, K. Slavakis, and G. B. Giannakis, "Large-Scale Subspace Clustering using Sketching and Validation," IEEE Transactions on Pattern Analysis and Machine Intelligence, submitted April 2017.

Sun, Youxian

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

Traganitis, Panagiotis A.

P. A. Traganitis, K. Slavakis, and G. B. Giannakis, "Large-Scale Subspace Clustering using Sketching and Validation," IEEE Transactions on Pattern Analysis and Machine Intelligence, submitted April 2017.

Ugurbil, Kamil

M. Mardani, G. B. Giannakis, and K. Ugurbil, "Tracking Low-rank Tensor Subspaces with Informative Random Subsampling for Real-Time MRI," IEEE Transactions on Medical Imaging, submitted October 2016; revised April 2017.

Wang, Gang

G. Wang, A. S. Zamzam, G. B. Giannakis, and N. D. Sidiropoulos, "Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramer-Rao Bound," IEEE Transactions on Power Systems, submitted February 2017.

L. Zhang, G. Wang, D. Romero, and G. B. Giannakis, "Randomized Block Frank-Wolfe for Convergent Large-Scale Learning," IEEE Transactions on Signal Processing, submitted December 2016.

G. Wang, L. Zhang, G. B. Giannakis, M. Akcakaya, and J. Chen, "SPARTA: Sparse Phase Retrieval via Truncated Amplitude Flow," IEEE Transactions on Signal Processing, submitted November 2016; revised April 2017.

G. Wang, G. B. Giannakis, and Y. Eldar, "Solving Random Systems of Quadratic Equations via Truncated Amplitude Flow," IEEE Transactions on Information Theory, submitted July 2016; revised March 2017.

Wang, Zifeng

Z. Wang, Z. Yu, Q. Ling, D. K. Berberidis, and G. B. Giannakis, "Decentralized RLS with Data-Adaptive Censoring for Regressions over Large-Scale Networks," IEEE Transactions on Signal Processing, submitted December 2016.

Yang, Zaiyue

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

You, Pengcheng

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

Yu, Zheng

Z. Wang, Z. Yu, Q. Ling, D. K. Berberidis, and G. B. Giannakis, "Decentralized RLS with Data-Adaptive Censoring for Regressions over Large-Scale Networks," IEEE Transactions on Signal Processing, submitted December 2016.

Zamzam, Ahmed S.

G. Wang, A. S. Zamzam, G. B. Giannakis, and N. D. Sidiropoulos, "Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramer-Rao Bound," IEEE Transactions on Power Systems, submitted February 2017.

Zhang, Liang

P. You, S. H. Low, L. Zhang, R. Deng, G. B. Giannakis, Y. Sun, and Z. Yang, "Scheduling of EV Battery Swapping, Part II: Distributed Solutions," IEEE Transactions on Smart Grid, submitted December 2016.

L. Zhang, G. Wang, D. Romero, and G. B. Giannakis, "Randomized Block Frank-Wolfe for Convergent Large-Scale Learning," IEEE Transactions on Signal Processing, submitted December 2016.

G. Wang, L. Zhang, G. B. Giannakis, M. Akcakaya, and J. Chen, "SPARTA: Sparse Phase Retrieval via Truncated Amplitude Flow," IEEE Transactions on Signal Processing, submitted November 2016; revised April 2017.

Zhang, Y.

S.-J. Kim, Y. Zhang, and G. B. Giannakis, "Forecasting Loads and Renewables via Low Rank plus Sparse Nonnegative Matrix Factorization," IEEE Transactions on Sustainable Energy, submitted April 2015.