conftrace_

subspace estimation

10 papers

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Co-occurring keywords

principal component analysis (316) high-dimensional datum (158) matrix completion (356) gradient descent (1144) convex optimization (1321) online learning (1777) stochastic gradient descent (1091) dimensionality reduction (720) differential privacy (1016) streaming pca (8)

Papers

On Differentially Private Subspace Estimation in a Distribution-Free Setting NIPS 2024
Learning Mixtures of Markov Chains and MDPs ICML 2023
On the equivalence of Oja’s algorithm and GROUSE AISTATS 2022
Representation Learning for Maximization of MI, Nonlinear ICA and Nonlinear Subspaces with Robust Density Ratio Estimation JMLR 2022
(Nearly) Dimension Independent Private ERM with AdaGrad Rates\{via Publicly Estimated Subspaces COLT 2021
Rate-Optimal Subspace Estimation on Random Graphs NIPS 2021
Streaming Principal Component Analysis From Incomplete Data JMLR 2019
Stochastic PCA with $\ell_2$ and $\ell_1$ Regularization ICML 2018
Global Convergence of a Grassmannian Gradient Descent Algorithm for Subspace Estimation AISTATS 2016
In Search of Non-Gaussian Components of a High-Dimensional Distribution JMLR 2006