Large-Scale Sparse Principal Component Analysis with Application to Text Data

26 October 2012

Papers citing "Large-Scale Sparse Principal Component Analysis with Application to Text Data"

18 / 18 papers shown

Title
Exact and Approximation Algorithms for Sparse PCA Yongchun Li Weijun Xie 76 21 0 28 Aug 2020
Gradient-based Sparse Principal Component Analysis with Extensions to Online Learning Yixuan Qiu Jing Lei Kathryn Roeder 24 11 0 19 Nov 2019
Parallel and Distributed Successive Convex Approximation Methods for Big-Data Optimization G. Scutari Ying Sun 103 64 0 17 May 2018
Exact Dimensionality Selection for Bayesian PCA C. Bouveyron Pierre Latouche Pierre-Alexandre Mattei 40 17 0 08 Mar 2017
Bayesian Variable Selection for Globally Sparse Probabilistic PCA C. Bouveyron Pierre Latouche Pierre-Alexandre Mattei 47 23 0 19 May 2016
Online Low-Rank Subspace Learning from Incomplete Data: A Bayesian View Paris V. Giampouras A. Rontogiannis K. Themelis K. Koutroumbas 37 2 0 11 Feb 2016
Signed Support Recovery for Single Index Models in High-Dimensions Matey Neykov Q. Lin Jun S. Liu 42 10 0 07 Nov 2015
High Dimensional Semiparametric Latent Graphical Model for Mixed Data Jianqing Fan Han Liu Y. Ning H. Zou 114 122 0 29 Apr 2014
Sparse Principal Component Analysis via Rotation and Truncation Zhenfang Hu Gang Pan Yueming Wang Zhaohui Wu 99 45 0 06 Mar 2014
The Sparse Principal Component of a Constant-rank Matrix Megasthenis Asteris Dimitris Papailiopoulos G. N. Karystinos 52 9 0 20 Dec 2013
Sample Complexity of Dictionary Learning and other Matrix Factorizations Rémi Gribonval Rodolphe Jenatton Francis R. Bach M. Kleinsteuber Matthias Seibert 187 85 0 13 Dec 2013
TOP-SPIN: TOPic discovery via Sparse Principal component INterference Martin Takáč S. Ahipaşaoğlu Ngai-Man Cheung Peter Richtárik 41 2 0 04 Nov 2013
ECA: High Dimensional Elliptical Component Analysis in non-Gaussian Distributions Fang Han Han Liu 216 3 0 14 Oct 2013
Statistical analysis of latent generalized correlation matrix estimation in transelliptical distribution Fang Han Han Liu 377 39 0 29 May 2013
Sparse PCA through Low-rank Approximations Dimitris Papailiopoulos A. Dimakis Stavros Korokythakis 90 71 0 03 Mar 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
A recursive divide-and-conquer approach for sparse principal component analysis Qian Zhao Deyu Meng Zongben Xu 53 4 0 30 Nov 2012
Large Covariance Estimation by Thresholding Principal Orthogonal Complements Jianqing Fan Yuan Liao Martina Mincheva 181 858 0 30 Dec 2011