Gongguo Tang

IEEE Trans. Signal Process., 2022

Error Analysis of Tensor-Train Cross Approximation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Spectral Super-Resolution for Hyperspectral Image Reconstruction Using Dictionary and Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021

The Global Optimization Geometry of Low-Rank Matrix Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2021

Contaminated Multiband Signal Identification Via Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2021

Data-driven Support Recovery for Sparse Signals with Non-stationary Modulation.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Data-driven Parameter Estimation Of Contaminated Damped Exponentials.

[BibT_eX]

[DOI]

Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2020

Support Recovery for Sparse Signals With Unknown Non-Stationary Modulation.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Atomic Norm Denoising for Complex Exponentials With Unknown Waveform Modulations.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2020

The Global Geometry of Centralized and Distributed Low-rank Matrix Recovery Without Regularization.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2020

Learning To Find Good Correspondences Of Multiple Objects.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on Pattern Recognition, 2020

2019

Simultaneous Sparse Recovery and Blind Demodulation.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

A Convex Relaxation for Model Predictive Control of a Class of Hammerstein Systems.

[BibT_eX]

[DOI]

Tyrone L. Vincent

Peter Weddle

IEEE Control. Syst. Lett., 2019

Support Recovery for Sparse Signals with Non-stationary Modulation.

[BibT_eX]

[DOI]

CoRR, 2019

Provable Bregman-divergence based Methods for Nonconvex and Non-Lipschitz Problems.

[BibT_eX]

[DOI]

CoRR, 2019

Spherical Principal Component Analysis.

[BibT_eX]

[DOI]

Proceedings of the 2019 SIAM International Conference on Data Mining, 2019

Distributed Low-rank Matrix Factorization With Exact Consensus.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

The Landscape of Non-convex Empirical Risk with Degenerate Population Risk.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Alternating Minimizations Converge to Second-Order Optimal Solutions.

[BibT_eX]

[DOI]

Zhihui Zhu

Proceedings of the 36th International Conference on Machine Learning, 2019

Fast Approximation of Non-Negative Sparse Recovery via Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Sparse Recovery and Non-stationary Blind Demodulation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

The Geometry of Equality-constrained Global Consensus Problems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Simultaneous Blind Deconvolution and Phase Retrieval with Tensor Iterative Hard Thresholding.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

The Geometric Effects of Distributing Constrained Nonconvex Optimization Problems.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

A Super-Resolution Algorithm for Extended Target Localization.

[BibT_eX]

[DOI]

Jonathan Helland

Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

Support Recovery for Sparse Recovery and Non-stationary Blind Demodulation.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

The Local Geometry of Orthogonal Dictionary Learning using L1 Minimization.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

2018

Global Optimality in Low-Rank Matrix Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Vandermonde Factorization of Hankel Matrix for Complex Exponential Signal Recovery - Application in Fast NMR Spectroscopy.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Atomic Norm Minimization for Modal Analysis From Random and Compressed Samples.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Global Optimality in Distributed Low-rank Matrix Factorization.

[BibT_eX]

[DOI]

CoRR, 2018

Stable Super-Resolution of Images.

[BibT_eX]

[DOI]

Armin Eftekhari

Tamir Bendory

CoRR, 2018

Chess Piece Recognition Using Oriented Chamfer Matching with a Comparison to CNN.

[BibT_eX]

[DOI]

William A. Hoff

Proceedings of the 2018 IEEE Winter Conference on Applications of Computer Vision, 2018

Spammer Detection via Combined Neural Network.

[BibT_eX]

[DOI]

Weiping Pei

Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2018

2017

The Global Optimization Geometry of Nonsymmetric Matrix Factorization and Sensing.

[BibT_eX]

[DOI]

CoRR, 2017

Geometry of Factored Nuclear Norm Regularization.

[BibT_eX]

[DOI]

Zhihui Zhu

CoRR, 2017

Geometry-based populated chessboard recognition.

[BibT_eX]

[DOI]

William A. Hoff

Proceedings of the Tenth International Conference on Machine Vision, 2017

Radar signal demixing via convex optimization.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Digital Signal Processing, 2017

The nonconvex geometry of low-rank matrix optimizations with general objective functions.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

A super-resolution algorithm for multiband signal identification.

[BibT_eX]

[DOI]

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

Convex and nonconvex geometries of symmetric tensor factorization.

[BibT_eX]

[DOI]

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016

Semidefinite Programming for Computable Performance Bounds on Block-Sparsity Recovery.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

Super-Resolution of Complex Exponentials From Modulations With Unknown Waveforms.

[BibT_eX]

[DOI]

Dehui Yang

IEEE Trans. Inf. Theory, 2016

Demixing Sines and Spikes: Robust Spectral Super-resolution in the Presence of Outliers.

[BibT_eX]

[DOI]

Carlos Fernandez-Granda

Xiaodong Wang

Le Zheng

CoRR, 2016

Super-resolution in SAR imaging: Analysis with the atomic norm.

[BibT_eX]

[DOI]

Muralidhar Rangaswamy

Proceedings of the 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), 2016

Non-stationary blind super-resolution.

[BibT_eX]

[DOI]

Dehui Yang

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Approximate support recovery of atomic line spectral estimation: A tale of resolution and precision.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

2015

Bounds on Estimation.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Systems and Control, 2015

Computable Performance Bounds on Sparse Recovery.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2015

Near Minimax Line Spectral Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Experimental robustness of Fourier Ptychography phase retrieval algorithms.

[BibT_eX]

[DOI]

CoRR, 2015

Optimal Low-Rank Tensor Recovery from Separable Measurements: Four Contractions Suffice.

[BibT_eX]

[DOI]

Nikhil Rao

CoRR, 2015

Sparse and Low-Rank Tensor Decomposition.

[BibT_eX]

[DOI]

Nikhil Rao

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Guaranteed Tensor Decomposition: A Moment Approach.

[BibT_eX]

[DOI]

Proceedings of the 32nd International Conference on Machine Learning, 2015

Overcomplete tensor decomposition via convex optimization.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

2014

Gridless compressive-sensing methods for frequency estimation: Points of tangency and links to basics.

[BibT_eX]

[DOI]

Proceedings of the 22nd European Signal Processing Conference, 2014

Robust line spectral estimation.

[BibT_eX]

[DOI]

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013

Atomic Norm Denoising With Applications to Line Spectral Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2013

Compressed Sensing Off the Grid.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2013

The Sample Complexity of Search Over Multiple Populations.

[BibT_eX]

[DOI]

Matthew Malloy

Robert D. Nowak

IEEE Trans. Inf. Theory, 2013

Sparse recovery over continuous dictionaries-just discretize.

[BibT_eX]

[DOI]

Proceedings of the 2013 Asilomar Conference on Signals, 2013

Designing OFDM Radar Waveform for Target Detection Using Multi-objective Optimization.

[BibT_eX]

[DOI]

Satyabrata Sen

Proceedings of the Advances in Heuristic Signal Processing and Applications, 2013

2012

The Stability of Low-Rank Matrix Reconstruction: A Constrained Singular Value View.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2012

Optimal time-of-use electricity pricing using game theory.

[BibT_eX]

[DOI]

Peng Yang

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Quickest search for a rare distribution.

[BibT_eX]

[DOI]

Matthew Malloy

Robert D. Nowak

Proceedings of the 46th Annual Conference on Information Sciences and Systems, 2012

Linear system identification via atomic norm regularization.

[BibT_eX]

[DOI]

Proceedings of the 51th IEEE Conference on Decision and Control, 2012

Compressive sensing off the grid.

[BibT_eX]

[DOI]

Proceedings of the 50th Annual Allerton Conference on Communication, 2012

2011

Performance Analysis of Sparse Recovery Based on Constrained Minimal Singular Values.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2011

Constrained Cramér-Rao Bound on Robust Principal Component Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2011

Lower Bounds on the Mean-Squared Error of Low-Rank Matrix Reconstruction.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2011

Multiobjective Optimization of OFDM Radar Waveform for Target Detection.

[BibT_eX]

[DOI]

Satyabrata Sen

IEEE Trans. Signal Process., 2011

Fixed point theory and semidefinite programming for computable performance analysis of block-sparsity recovery

[BibT_eX]

[DOI]

CoRR, 2011

Verifiable and Computable linfinitfy Performance Evaluation of l1 Sparse Signal Recovery

[BibT_eX]

[DOI]

CoRR, 2011

Robust principal component analysis based on low-rank and block-sparse matrix decomposition.

[BibT_eX]

[DOI]

Proceedings of the 45st Annual Conference on Information Sciences and Systems, 2011

Verifiable and computable ℓ∞ performance evaluation of ℓ1 sparse signal recovery.

[BibT_eX]

[DOI]

Proceedings of the 45st Annual Conference on Information Sciences and Systems, 2011

Sparsity-enforced regression based on over-complete dictionary.

[BibT_eX]

[DOI]

Peng Yang

Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011

Computable performance analysis of block-sparsity recovery.

[BibT_eX]

[DOI]

Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011

2010

Performance analysis for sparse support recovery.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2010

The ℓ1-Constrained Minimal Singular Value: a Computable Quantification of the Stability of Sparse Signal Reconstruction

[BibT_eX]

[DOI]

CoRR, 2010

Support recovery for source localization based on overcomplete signal representation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

The stability of low-rank matrix reconstruction: A constrained singular value perspective.

[BibT_eX]

[DOI]

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

Electromagnetic imaging using compressive sensing.

[BibT_eX]

[DOI]

Marija M. Nikolic

Antonije R. Djordjevic

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

2009

Performance analysis of support recovery with joint sparsity constraints.

[BibT_eX]

[DOI]

Proceedings of the 47th Annual Allerton Conference on Communication, 2009

2007

Convergence of a Class of Multi-Agent Systems In Probabilistic Framework.

[BibT_eX]

[DOI]