conftrace_

streaming pca

8 papers

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Co-occurring keywords

principal component analysis (316) power method (13) noisy power method (4) streaming principal component analysis (7) oja algorithm (3) stochastic gradient descent (1091) subspace estimation (10) grassmannian manifold (11) trace objective (1) memory constraint (20)

Papers

Streaming PCA for Markovian Data NIPS 2023
Robust Streaming PCA NIPS 2022
On the equivalence of Oja’s algorithm and GROUSE AISTATS 2022
Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NIPS 2018
An Improved Gap-Dependency Analysis of the Noisy Power Method COLT 2016
Rivalry of Two Families of Algorithms for Memory-Restricted Streaming PCA AISTATS 2016
The Noisy Power Method: A Meta Algorithm with Applications NIPS 2014
Memory Limited, Streaming PCA NIPS 2013