NP-Hardness and Inapproximability of Sparse PCA

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NP-Hardness and Inapproximability of Sparse PCA

19 February 2015

M. Magdon-Ismail

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Papers citing "NP-Hardness and Inapproximability of Sparse PCA"

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Title
Minimax rates in variance and covariance changepoint testing Per August Jarval Moen 110 0 0 13 May 2024
Recovering Simultaneously Structured Data via Non-Convex Iteratively Reweighted Least SquaresNeural Information Processing Systems (NeurIPS), 2023 C. Kümmerle J. Maly 168 1 0 08 Jun 2023
Variable Selection for Kernel Two-Sample Tests Jie Wang Santanu S. Dey Yao Xie 163 5 0 15 Feb 2023
Hardness and Algorithms for Robust and Sparse OptimizationInternational Conference on Machine Learning (ICML), 2022 Eric Price Sandeep Silwal Samson Zhou 142 9 0 29 Jun 2022
Sparse PCA on fixed-rank matricesMathematical programming (Math. Program.), 2022 Alberto Del Pia 198 7 0 07 Jan 2022
Several Approximation Algorithms for Sparse Best Rank-1 Approximation to Higher-Order TensorsJournal of Global Optimization (JGO), 2020 Xianpeng Mao Yuning Yang 216 4 0 05 Dec 2020
Exact and Approximation Algorithms for Sparse PCA Yongchun Li Weijun Xie 172 22 0 28 Aug 2020
Approximation Algorithms for Sparse Principal Component Analysis Agniva Chowdhury P. Drineas David P. Woodruff Samson Zhou 226 9 0 23 Jun 2020
Computationally Efficient Robust Estimation of Sparse Functionals S. Du Sivaraman Balakrishnan Aarti Singh 124 18 0 24 Feb 2017
Sparse PCA via Bipartite Matchings Megasthenis Asteris Dimitris Papailiopoulos Anastasios Kyrillidis A. Dimakis 160 29 0 04 Aug 2015
On the Worst-Case Approximability of Sparse PCA S. Chan Dimitris Papailiopoulos A. Rubinstein 121 7 0 21 Jul 2015
Approximating Sparse PCA from Incomplete Data Abhisek Kundu P. Drineas M. Magdon-Ismail 145 4 0 12 Mar 2015
Optimal Sparse Linear Auto-Encoders and Sparse PCA M. Magdon-Ismail Christos Boutsidis 108 6 0 23 Feb 2015
Alternating Maximization: Unifying Framework for 8 Sparse PCA Formulations and Efficient Parallel Codes Peter Richtárik Majid Jahani S. Ahipaşaoğlu Martin Takáč 213 31 0 17 Dec 2012