v1v2v3v4 (latest)

Do semidefinite relaxations solve sparse PCA up to the information limit?

16 June 2013

Papers citing "Do semidefinite relaxations solve sparse PCA up to the information limit?"

50 / 50 papers shown

Title
Semi-Supervised Sparse Gaussian Classification: Provable Benefits of Unlabeled Data Eyar Azar B. Nadler 67 1 0 05 Sep 2024
Lasso with Latents: Efficient Estimation, Covariate Rescaling, and Computational-Statistical Gaps Jonathan A. Kelner Frederic Koehler Raghu Meka Dhruv Rohatgi 59 2 0 23 Feb 2024
Do algorithms and barriers for sparse principal component analysis extend to other structured settings? Guanyi Wang Mengqi Lou A. Pananjady CML 94 1 0 25 Jul 2023
Sparse PCA Beyond Covariance Thresholding Gleb Novikov 63 1 0 20 Feb 2023
Planted Bipartite Graph Detection Asaf Rotenberg Wasim Huleihel O. Shayevitz 45 0 0 07 Feb 2023
Theoretical Guarantees for Sparse Principal Component Analysis based on the Elastic Net Teng Zhang Haoyi Yang Lingzhou Xue CML 146 0 0 29 Dec 2022
Equivalence of Approximate Message Passing and Low-Degree Polynomials in Rank-One Matrix Estimation Andrea Montanari Alexander S. Wein 47 27 0 14 Dec 2022
Entrywise Recovery Guarantees for Sparse PCA via Sparsistent Algorithms Joshua Agterberg Jeremias Sulam 62 0 0 08 Feb 2022
Inferring Hidden Structures in Random Graphs Wasim Huleihel 43 7 0 05 Oct 2021
Sparse PCA: A New Scalable Estimator Based On Integer Programming Kayhan Behdin Rahul Mazumder 79 4 0 23 Sep 2021
On Support Recovery with Sparse CCA: Information Theoretic and Computational Limits Nilanjana Laha Rajarshi Mukherjee 68 4 0 14 Aug 2021
Sparse PCA: Algorithms, Adversarial Perturbations and Certificates Tommaso dÓrsi Pravesh Kothari Gleb Novikov David Steurer AAML 128 25 0 12 Nov 2020
Compressive Phase Retrieval: Optimal Sample Complexity with Deep Generative Priors Paul Hand Oscar Leong V. Voroninski 66 7 0 24 Aug 2020
All-or-nothing statistical and computational phase transitions in sparse spiked matrix estimation Jean Barbier N. Macris Cynthia Rush 76 36 0 14 Jun 2020
Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors Jorio Cocola Paul Hand V. Voroninski 101 4 0 14 Jun 2020
Computationally efficient sparse clustering Matthias Löffler Alexander S. Wein Afonso S. Bandeira 66 16 0 21 May 2020
Information-theoretic limits of a multiview low-rank symmetric spiked matrix model Jean Barbier Galen Reeves 102 14 0 16 May 2020
0-1 phase transitions in sparse spiked matrix estimation Jean Barbier N. Macris 89 15 0 12 Nov 2019
A greedy anytime algorithm for sparse PCA Guy Holtzman Adam Soffer Dan Vilenchik 85 16 0 15 Oct 2019
Notes on Computational Hardness of Hypothesis Testing: Predictions using the Low-Degree Likelihood Ratio Dmitriy Kunisky Alexander S. Wein Afonso S. Bandeira 99 148 0 26 Jul 2019
Subexponential-Time Algorithms for Sparse PCA Yunzi Ding Dmitriy Kunisky Alexander S. Wein Afonso S. Bandeira 177 63 0 26 Jul 2019
Optimal Average-Case Reductions to Sparse PCA: From Weak Assumptions to Strong Hardness Matthew Brennan Guy Bresler 70 51 0 20 Feb 2019
Supervised Learning for Multi-Block Incomplete Data Hadrien Lorenzo J. Saracco R. Thiébaut 132 5 0 14 Jan 2019
Curse of Heterogeneity: Computational Barriers in Sparse Mixture Models and Phase Retrieval Jianqing Fan Han Liu Zhaoran Wang Zhuoran Yang 125 22 0 21 Aug 2018
Optimality and Sub-optimality of PCA I: Spiked Random Matrix Models Amelia Perry Alexander S. Wein Afonso S. Bandeira Ankur Moitra 79 110 0 02 Jul 2018
Reducibility and Computational Lower Bounds for Problems with Planted Sparse Structure Matthew Brennan Guy Bresler Wasim Huleihel 134 110 0 19 Jun 2018
On Stein's Identity and Near-Optimal Estimation in High-dimensional Index Models Zhuoran Yang Krishnakumar Balasubramanian Han Liu 61 15 0 26 Sep 2017
ReFACTor: Practical Low-Rank Matrix Estimation Under Column-Sparsity M. Gavish Regev Schweiger Elior Rahmani Eran Halperin 103 0 0 22 May 2017
Robust Sparse Estimation Tasks in High Dimensions Jerry Li 128 27 0 20 Feb 2017
Constrained Low-rank Matrix Estimation: Phase Transitions, Approximate Message Passing and Applications T. Lesieur Florent Krzakala Lenka Zdeborová 161 130 0 03 Jan 2017
Optimality and Sub-optimality of PCA for Spiked Random Matrices and Synchronization Amelia Perry Alexander S. Wein Afonso S. Bandeira Ankur Moitra 137 59 0 19 Sep 2016
Information-theoretic bounds and phase transitions in clustering, sparse PCA, and submatrix localization Jessica E. Banks Cristopher Moore Nicolas Verzélen Roman Vershynin Jiaming Xu 107 75 0 18 Jul 2016
Semidefinite Programs for Exact Recovery of a Hidden Community Bruce Hajek Yihong Wu Jiaming Xu 161 32 0 20 Feb 2016
Sharp Computational-Statistical Phase Transitions via Oracle Computational Model Zhaoran Wang Quanquan Gu Han Liu 156 12 0 30 Dec 2015
Signed Support Recovery for Single Index Models in High-Dimensions Matey Neykov Q. Lin Jun S. Liu 49 10 0 07 Nov 2015
Sparse PCA via Bipartite Matchings Megasthenis Asteris Dimitris Papailiopoulos Anastasios Kyrillidis A. Dimakis 103 27 0 04 Aug 2015
Sum-of-Squares Lower Bounds for Sparse PCA Tengyu Ma A. Wigderson 90 74 0 23 Jul 2015
On the Worst-Case Approximability of Sparse PCA S. Chan Dimitris Papailiopoulos A. Rubinstein 61 7 0 21 Jul 2015
The Spectral Norm of Random Inner-Product Kernel Matrices Z. Fan Andrea Montanari 208 47 0 19 Jul 2015
Phase Transitions in Sparse PCA T. Lesieur Florent Krzakala Lenka Zdeborova 133 82 0 01 Mar 2015
Finding a sparse vector in a subspace: Linear sparsity using alternating directions Qing Qu Ju Sun John N. Wright 129 112 0 15 Dec 2014
Nonconvex Statistical Optimization: Minimax-Optimal Sparse PCA in Polynomial Time Zhaoran Wang Huanran Lu Han Liu 134 36 0 22 Aug 2014
Tight convex relaxations for sparse matrix factorization E. Richard G. Obozinski Jean-Philippe Vert 123 43 0 19 Jul 2014
Lower bounds on the performance of polynomial-time algorithms for sparse linear regression Yuchen Zhang Martin J. Wainwright Michael I. Jordan 191 130 0 09 Feb 2014
Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices Yudong Chen Jiaming Xu 284 216 0 06 Feb 2014
Sparsistency and agnostic inference in sparse PCA Jing Lei Vincent Q. Vu 132 55 0 27 Jan 2014
Sparse PCA via Covariance Thresholding Y. Deshpande Andrea Montanari 184 108 0 20 Nov 2013
Jointly Clustering Rows and Columns of Binary Matrices: Algorithms and Trade-offs Jiaming Xu Rui Wu Kai Zhu Bruce Hajek R. Srikant Lei Ying 202 44 0 01 Oct 2013
Computational barriers in minimax submatrix detection Zongming Ma Yihong Wu 241 152 0 23 Sep 2013
Sparse and Functional Principal Components Analysis Genevera I. Allen Michael Weylandt 54 17 0 11 Sep 2013