FAST-PCA: A Fast and Exact Algorithm for Distributed Principal Component
Analysis

v1v2 (latest)

FAST-PCA: A Fast and Exact Algorithm for Distributed Principal Component Analysis

27 August 2021

ArXiv (abs)PDF HTML

Papers citing "FAST-PCA: A Fast and Exact Algorithm for Distributed Principal Component Analysis"

15 / 15 papers shown

Title
Distributed Principal Subspace Analysis for Partitioned Big Data: Algorithms, Analysis, and Implementation Arpita Gang Bingqing Xiang W. Bajwa 49 14 0 11 Mar 2021
Decentralized Riemannian Gradient Descent on the Stiefel Manifold Shixiang Chen Alfredo García Mingyi Hong Shahin Shahrampour 73 45 0 14 Feb 2021
DeEPCA: Decentralized Exact PCA with Linear Convergence Rate Haishan Ye Tong Zhang 58 26 0 08 Feb 2021
A Linearly Convergent Algorithm for Distributed Principal Component Analysis Arpita Gang W. Bajwa 75 24 0 05 Jan 2021
Online Distributed Estimation of Principal Eigenspaces Davoud Ataee Tarzanagh Mohamad Kazem Shirani Faradonbeh George Michailidis 49 2 0 17 May 2019
Exponentially convergent stochastic k-PCA without variance reduction Cheng Tang 80 28 0 03 Apr 2019
Distributed Differentially-Private Algorithms for Matrix and Tensor Factorization H. Imtiaz Anand D. Sarwate OOD 48 29 0 26 Apr 2018
Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery Namrata Vaswani T. Bouwmans S. Javed Praneeth Narayanamurthy OOD 71 278 0 26 Nov 2017
NEXT: In-Network Nonconvex Optimization P. Lorenzo G. Scutari 103 509 0 01 Feb 2016
On the performance overhead tradeoff of distributed principal component analysis via data partitioning Ni An S. Weber 36 3 0 16 Dec 2015
The Fast Convergence of Incremental PCA Akshay Balsubramani S. Dasgupta Y. Freund 81 143 0 15 Jan 2015
Cloud K-SVD: A Collaborative Dictionary Learning Algorithm for Big, Distributed Data Haroon Raja W. Bajwa 68 92 0 25 Dec 2014
Stochastic Optimization of PCA with Capped MSG R. Arora Andrew Cotter Nathan Srebro 77 85 0 05 Jul 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 278 12,458 0 24 Jun 2012
Convergence of a Multi-Agent Projected Stochastic Gradient Algorithm for Non-Convex Optimization Pascal Bianchi J. Jakubowicz 119 257 0 13 Jul 2011