Sum-of-Squares Lower Bounds for Sparse PCA

23 July 2015

Papers citing "Sum-of-Squares Lower Bounds for Sparse PCA"

20 / 20 papers shown

Title
Sharp Analysis of Power Iteration for Tensor PCA Yuchen Wu Kangjie Zhou 97 0 0 02 Jan 2024
Subexponential-Time Algorithms for Sparse PCA Yunzi Ding Dmitriy Kunisky Alexander S. Wein Afonso S. Bandeira 66 58 0 26 Jul 2019
Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems Y. Deshpande Andrea Montanari 54 85 0 23 Feb 2015
Noisy Tensor Completion via the Sum-of-Squares Hierarchy Boaz Barak Ankur Moitra 141 41 0 26 Jan 2015
Sparse CCA: Adaptive Estimation and Computational Barriers Chao Gao Zongming Ma Harrison H. Zhou 76 154 0 30 Sep 2014
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method Boaz Barak Jonathan A. Kelner David Steurer 64 187 0 06 Jul 2014
Sum-of-squares proofs and the quest toward optimal algorithms Boaz Barak David Steurer 51 137 0 21 Apr 2014
Rounding Sum-of-Squares Relaxations Boaz Barak Jonathan A. Kelner David Steurer 55 124 0 23 Dec 2013
Sparse PCA via Covariance Thresholding Y. Deshpande Andrea Montanari 100 105 0 20 Nov 2013
More data speeds up training time in learning halfspaces over sparse vectors Amit Daniely N. Linial Shai Shalev-Shwartz 53 46 0 10 Nov 2013
Do semidefinite relaxations solve sparse PCA up to the information limit? Robert Krauthgamer B. Nadler Dan Vilenchik 59 88 0 16 Jun 2013
Computational and Statistical Tradeoffs via Convex Relaxation V. Chandrasekaran Michael I. Jordan 64 220 0 05 Nov 2012
Minimax sparse principal subspace estimation in high dimensions Vincent Q. Vu Jing Lei 87 195 0 02 Nov 2012
Optimal detection of sparse principal components in high dimension Quentin Berthet Philippe Rigollet 100 284 0 23 Feb 2012
Augmented sparse principal component analysis for high dimensional data D. Paul Iain M. Johnstone 66 85 0 06 Feb 2012
Minimax Rates of Estimation for Sparse PCA in High Dimensions Vincent Q. Vu Jing Lei 88 142 0 03 Feb 2012
Truncated Power Method for Sparse Eigenvalue Problems Xiao-Tong Yuan Tong Zhang 65 328 0 12 Dec 2011
Sparse principal component analysis and iterative thresholding Zongming Ma 84 333 0 12 Dec 2011
Structured Sparse Principal Component Analysis Rodolphe Jenatton G. Obozinski Francis R. Bach 129 353 0 08 Sep 2009
High-dimensional analysis of semidefinite relaxations for sparse principal components Arash A. Amini Martin J. Wainwright 100 312 0 27 Mar 2008