v1v2v3 (latest)

Sparsistency and agnostic inference in sparse PCA

27 January 2014

Papers citing "Sparsistency and agnostic inference in sparse PCA"

23 / 23 papers shown

Title
$k$ -Graph: A Graph Embedding for Interpretable Time Series Clustering Paul Boniol Donato Tiano Angela Bonifati Themis Palpanas AI4TS 100 1 0 18 Feb 2025
Sparse PCA with Oracle Property Quanquan Gu Zhaoran Wang Han Liu 74 29 0 28 Dec 2023
Support Recovery in Sparse PCA with Non-Random Missing Data Hanbyul Lee Qifan Song Jean Honorio 53 0 0 03 Feb 2023
Theoretical Guarantees for Sparse Principal Component Analysis based on the Elastic Net Teng Zhang Haoyi Yang Lingzhou Xue CML 144 0 0 29 Dec 2022
Meta Sparse Principal Component Analysis Imon Banerjee Jean Honorio 50 0 0 18 Aug 2022
Support Recovery in Sparse PCA with Incomplete Data Hanbyul Lee Qifan Song Jean Honorio 70 2 0 30 May 2022
Entrywise Recovery Guarantees for Sparse PCA via Sparsistent Algorithms Joshua Agterberg Jeremias Sulam 62 0 0 08 Feb 2022
Sparse PCA: A New Scalable Estimator Based On Integer Programming Kayhan Behdin Rahul Mazumder 79 4 0 23 Sep 2021
Computationally efficient sparse clustering Matthias Löffler Alexander S. Wein Afonso S. Bandeira 64 16 0 21 May 2020
Gradient-based Sparse Principal Component Analysis with Extensions to Online Learning Yixuan Qiu Jing Lei Kathryn Roeder 24 11 0 19 Nov 2019
Nonparametric principal subspace regression Mark Koudstaal Dengdeng Yu Dehan Kong Fang Yao 15 0 0 07 Oct 2019
Low-Rank Principal Eigenmatrix Analysis Krishnakumar Balasubramanian Elynn Y. Chen Jianqing Fan Xiang Wu 141 0 0 28 Apr 2019
Learning Feature Sparse Principal Components Lai Tian Feiping Nie Xuelong Li 114 25 0 23 Apr 2019
Likelihood Ratio Test in Multivariate Linear Regression: from Low to High Dimension Yinqiu He Tiefeng Jiang Jiyang Wen Gongjun Xu 62 11 0 17 Dec 2018
Fast Exact Conformalization of Lasso using Piecewise Linear Homotopy Jing Lei 50 35 0 01 Aug 2017
The Spectral Norm of Random Inner-Product Kernel Matrices Z. Fan Andrea Montanari 208 47 0 19 Jul 2015
Approximating Sparse PCA from Incomplete Data Abhisek Kundu P. Drineas M. Magdon-Ismail 72 4 0 12 Mar 2015
Phase Transitions for High Dimensional Clustering and Related Problems Jiashun Jin Z. Ke Wanjie Wang 116 52 0 24 Feb 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
Influential Feature PCA for high dimensional clustering Jiashun Jin Wanjie Wang 170 80 0 20 Jul 2014
Do semidefinite relaxations solve sparse PCA up to the information limit? Robert Krauthgamer B. Nadler Dan Vilenchik 114 89 0 16 Jun 2013
Alternating Maximization: Unifying Framework for 8 Sparse PCA Formulations and Efficient Parallel Codes Peter Richtárik Majid Jahani S. Ahipaşaoğlu Martin Takáč 67 29 0 17 Dec 2012