2017

Geometry of Factored Nuclear Norm Regularization. Qiuwei Li, Zhihui Zhu, and Gongguo Tang.

The Global Optimization Geometry of Nonsymmetric Matrix Factorization and Sensing. Zhihui Zhu, Qiuwei Li, Gongguo Tang, and Michael B Wakin.

Atomic Norm Minimization for Modal Analysis from Random and Compressed Samples. Shuang Li, Dehui Yang, Gongguo Tang, and Michael B Wakin.

Global Optimality in Low-rank Matrix Optimization. Zhihui Zhu, Qiuwei Li, Gongguo Tang, and Michael B. Wakin.

2016

Approximate Support Recovery of Atomic Line Spectral Estimation: A Tale of Resolution and Precision. [Codes] Qiuwei Li and Gongguo Tang.

The Nonconvex Geometry of Low-Rank Matrix Optimizations with General Objective Functions. Qiuwei Li and Gongguo Tang.

Demixing Sines and Spikes: Robust Spectral Super-resolution in the Presence of Outliers. Carlos Fernandez-Granda, Gongguo Tang, Xiaodong Wang, Le Zheng.

Super-Resolution in SAR Imaging: Analysis With the Atomic Norm. Zhihui Zhu, Gongguo Tang, Pawan Setlur, Sandeep Gogineni, Michael B. Wakin, and Muralidhar Rangaswamy.

Overcomplete Tensor Decomposition via Convex Optimization. [Codes] Qiuwei Li, Ashley Prater, Lixin Shen, and Gongguo Tang.

Super-Resolution of Complex Exponentials from Modulations with Unknown Waveforms. Dehui Yang, Gongguo Tang, and Michael Wakin.

2015

Experimental Robustness of Fourier Ptychography Phase Retrieval Algorithms. Li-Hao Yeh, Jonathan Dong, Jingshan Zhong, Lei Tian, Michael Chen, Gongguo Tang, Mahdi Soltanolkotabi, and Laura Waller. Optics Express, 23(26), 33214-33240, 2015.

Guaranteed Tensor Decomposition: A Moment Approach. Gongguo Tang and Parikshit Shah. International Conference on Machine Learning (ICML), 2015.

Sparse and Low-Rank Tensor Decomposition. Parikshit Shah, Nikhil Rao, and Gongguo Tang. Annual Conference on Neural Information Processing Systems (NIPS), 2015.

Near Minimax Line Spectral Estimation. [Codes] Gongguo Tang, Badri Bhaskar, and Benjamin Recht. IEEE Transactions on Information Theory, 61(1), 499-512, 2015.

Overcomplete Tensor Decomposition via Convex Optimization. Qiuwei Li, Ashley Prater, Lixin Shen, and Gongguo Tang. Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2015.

Resolution Limits for Atomic Decompositions via Markov-Bernstein Inequalities. Gongguo Tang. International Conferenc on Sampling Theory and Applications (SampTA), 2015.

Optimal Low-Rank Tensor Recovery from Separable Measurements: Four Contractions Suffice. Parikshit Shah, Nikil Rao, and Gongguo Tang. Preprint, 2015.

Bounds on Estimation. Arye Nehorai and Gongguo Tang. Encyclopedia of Systems and Control, (Sec. 69-2, pp. 1-8, J. Baillieul and T. Samad, Eds.), Springer, 2015.

Computable Performance Bounds on Sparse Recovery. Gongguo Tang and Arye Nehorai. IEEE Transactions on Signal Processing, 63(1), 132-141, 2015.

2014

Robust Line Spectral Estimation. Gongguo Tang, Parikshit Shah, Badri Bhaskar, and Benjamin Recht. Asilomar Conference on Signals, Systems, and Computers, 2014.

Convex Blind Deconvolution with Random Masks. Gongguo Tang and Benjamin Recht. Computational Optical Sensing and Imaging (COSI), 2014.

Gridless Compressive-sensing Methods for Frequency Estimation: Points of Tangency and Links to Basics. Petre Stoica, Gongguo Tang, Zai Yang, and Dave Zachariah. European Signal Processing Conference (EUSIPCO), 2014.

2013

Atomic Norm Denoising With Applications to Line Spectral Estimation. [Codes] Badri Bhaskar, Gongguo Tang, and Benjamine Recht. IEEE Transactions on Signal Processing, 61(23), 5987-5999, 2013.

Compressed Sensing Off the Grid. [Codes] Gongguo Tang, Badri Bhaskar, Parikshit Shah, and Benjamin Recht. IEEE Transactions on Information Theory, 59(11), 7465-7490, 2013.

The Sample Complexity of Search Over Multiple Populations. Matthew Malloy, Gongguo Tang, and Robert Nowak. IEEE Transactions on Information Theory, 59(8), 5039-5050, 2013.

A Game-Theoretic Approach for Optimal Time-of-Use Electricity Pricing. Peng Yang, Gongguo Tang, and Arye Nehorai. IEEE Transactions on Power Systems, 28(2), 884-892, 2013.

Designing OFDM Radar Waveform for Target Detection Using Multi-objective Optimization. Satya Sen, Gongguo Tang, and Arye Nehorai. Advances in Heuristic Signal Processing and Applications, (Ch 3, pp. 35-61, A. Chatterjee, H. Nobahari and P. Siarry, Eds.), Springer, 2013.

Atomic Decomposition of Mixtures of Translation-Invariant Signals. Gongguo Tang and Benjamin Recht. IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2013.

Sparse Recovery Over Continuous Dictionaries-Just Discretize. Gongguo Tang, Parikshit Shah, Badri Bhaskar, and Benjamin Recht. Asilomar Conference on Signals, Systems and Computers, 2013.

Adaptive Sampling on Markov Trees. Nikhil Rao, Gongguo Tang, and Robert Nowak. Signal Processing with Adaptive Sparse Structured Representations (SPARS), 2013.

Adaptive Sensing with Structured Sparsity. Nikhil Rao, Gongguo Tang, and Robert Nowak. IEEE Conference on Acoustics, Speech and Signal Processing (ICASSP), 2013.

2012

Linear System Identification via Atomic Norm Regularization. Parikshit Shah, Badri Bhaskar, Gongguo Tang, and Benjamin Recht. IEEE Conference on Decision and Control (CDC), 2012.

The Stability of Low-Rank Matrix Reconstruction: A Constrained Singular Value View. Gongguo Tang and Arye Nehorai. IEEE Transactions on Information Theory, 58(9), 6079-6092, 2012.

Compressive Sensing Off the Grid. Gongguo Tang, Badri Bhaskar, Parikshit Shah, and Benjamin Recht. Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2012.

Quickest Search for a Rare Distribution. Matthew Malloy, Gongguo Tang, and Robert Nowak. Annual Conference on Information Sciences and Systems (CISS), 2012.

Optimal Time-of-use Electricity Pricing Using Game Theory. Peng Yang, Gongguo Tang, and Arye Nehorai. IEEE Conferences on Acoustics, Speech and Signal Processing (ICASSP), 2012.

2011

Performance Analysis of Sparse Recovery Based on Constrained Minimal Singular Values. Gongguo Tang and Arye Nehorai. IEEE Transactions on Signal Processing, 59(12), 5734-5745, 2011.

Lower Bounds on the Mean-Squared Error of Low-Rank Matrix Reconstruction. Gongguo Tang and Arye Nehorai. IEEE Transactions on Signal Processing, 59(10), 4559-4571, 2011.

Constrained Cramér-Rao Bound on Robust Principal Component Analysis. Gongguo Tang and Arye Nehorai. IEEE Transactions on Signal Processing, 59(10), 5070-5076, 2011.

Multiobjective Optimization of OFDM Radar Waveform for Target Detection. Satya Sen, Gongguo Tang, and Arye Nehorai. IEEE Transactions on Signal Processing, 59(2), 639-652, 2011.

Robust Principal Component Analysis Based on Low-rank and Block-sparse Matrix Decomposition. Gongguo Tang and Arye Nehorai. Annual Conference on Information Sciences and Systems (CISS), 2011.

Verifiable and Computable ell_infty Performance Evaluation of ell_1 Sparse Signal Recovery. Gongguo Tang and Arye Nehorai. Annual Conference on Information Sciences and Systems (CISS), 2011.

Computable Performance Analysis of Block-sparsity Recovery. Gongguo Tang and Arye Nehorai. Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2011.

Sparsity-enforced Regression Based on Over-complete Dictionar. Peng Yang, Gongguo Tang, and Arye Nehorai. Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2011.

Sparsity-based Estimation for Target Detection in Multipath Scenarios. Satya Sen, Gongguo Tang, and Arye Nehorai. IEEE Radar Conference (RADAR), 2011.

Estimation of Reflectance from Camera Responses by the Regularized Local Linear Model. Wei-Feng Zhang, Gongguo Tang, Dao-Qing Dai, and Arye Nehorai. Optics Letters, 36(19), 3933-3935, 2011.

2010

Performance Analysis for Sparse Support Recovery. Gongguo Tang and Arye Nehorai. IEEE Transactions on Information Theory, 56(3), 1383-1399, 2010.

Computable Quantification of the Stability of Sparse Signal Reconstruction. Gongguo Tang and Arye Nehorai. Asilomar Conference on Signals, Systems and Computers, 2010.

Multi-Objective Optimized OFDM Radar Waveform for Target Detection in Multipath Scenarios. Satya Sen, Gongguo Tang, and Arye Nehorai. Asilomar Conference on Signals, Systems and Computers, 2010.

Electromagnetic Imaging Using Compressive Sensing. Marija Nikolic, Gongguo Tang, Antonije Djordjevic, and Arye Nehorai. Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2010.

The Stability of Low-Rank Matrix Reconstruction: a Constrained Singular Value Perspective. Gongguo Tang and Arye Nehorai. Annual Allerton Conference on Communication, Control, and Computing (Allerton),/ 2010.

3D Electromagnetic Imaging Using Compressive Sensing. Marija Nikolic, Gongguo Tang, and Arye Nehorai. Sensor Array and Multichannel Signal Processing Workshop (SAM), 2010.

Support Recovery for Source Localization Based on Overcomplete Signal Representation. Gongguo Tang and Arye Nehorai. IEEE Conferences on Acoustics, Speech and Signal Processing (ICASSP), 2010.

Earlier

Convergence of a Class of Multi-agent Systems in Probabilistic Framework. Gongguo Tang and Lei Guo. Journal of Systems Science and Complexity, 20, 318-323, 2007.

Performance Analysis of Support Recovery With Joint Sparsity Constraints. Gongguo Tang and Arye Nehorai. Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2009.

Convergence of a Class of Multi-agent Systems in Probabilistic Framework. Gongguo Tang and Lei Guo. IEEE Conference on Decision and Control (CDC), 2007.

Convergence Analysis of Linearized Vicsek's Model. Gongguo Tang and Lei Guo. IEEE Chinese Control Conference, 2006.