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Rivalry of Two Families of Algorithms for Memory-Restricted Streaming PCA

International Conference on Artificial Intelligence and Statistics (AISTATS), 2015

4 June 2015

Chun-Liang Li

Hsuan-Tien Lin

Chi-Jen Lu

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Papers citing "Rivalry of Two Families of Algorithms for Memory-Restricted Streaming PCA"

13 / 13 papers shown

Streaming k-PCA: Efficient guarantees for Oja's algorithm, beyond rank-one updatesAnnual Conference Computational Learning Theory (COLT), 2021

De Huang

Jonathan Niles-Weed

Rachel A. Ward

149

06 Feb 2021

Memory-efficient training with streaming dimensionality reduction

182

25 Apr 2020

Distributed Stochastic Algorithms for High-rate Streaming Principal Component Analysis

Haroon Raja

W. Bajwa

239

04 Jan 2020

ROIPCA: An online memory-restricted PCA algorithm based on rank-one updatesInformation and Inference A Journal of the IMA (JIII), 2019

Roy Mitz

Y. Shkolnisky

291

25 Nov 2019

On-Device Machine Learning: An Algorithms and Learning Theory Perspective

544

180

02 Nov 2019

Exponentially convergent stochastic k-PCA without variance reduction

Cheng Tang

315

03 Apr 2019

Streaming Batch Eigenupdates for Hardware Neuromorphic NetworksFrontiers in Neuroscience (Front. Neurosci.), 2019

178

05 Mar 2019

An Acceleration Scheme for Memory Limited, Streaming PCA

Salaheddin Alakkari

J. Dingliana

163

17 Jul 2018

Streaming PCA and Subspace Tracking: The Missing Data Case

Laura Balzano

Yuejie Chi

Yue M. Lu

279

12 Jun 2018

History PCA: A New Algorithm for Streaming PCA

227

15 Feb 2018

First Efficient Convergence for Streaming k-PCA: a Global, Gap-Free, and Near-Optimal Rate

Zeyuan Allen-Zhu

Yuanzhi Li

461

105

26 Jul 2016

An Improved Gap-Dependency Analysis of the Noisy Power Method

261

23 Feb 2016

Efficient Second Order Online Learning by Sketching

396

101

06 Feb 2016