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PCA Initialization for Approximate Message Passing in Rotationally Invariant Models

4 June 2021

Papers citing "PCA Initialization for Approximate Message Passing in Rotationally Invariant Models"

26 / 26 papers shown

Title
Approximate Message Passing for orthogonally invariant ensembles: Multivariate non-linearities and spectral initialization Xinyi Zhong Tianhao Wang Zhou-Yang Fan 72 20 0 05 Oct 2021
Memory Approximate Message Passing Lei Liu Shunqi Huang B. Kurkoski 35 27 0 04 Jun 2021
A unifying tutorial on Approximate Message Passing Oliver Y. Feng R. Venkataramanan Cynthia Rush R. Samworth 48 88 0 05 May 2021
Empirical Bayes PCA in high dimensions Xinyi Zhong Chang Su Z. Fan 70 19 0 21 Dec 2020
Approximate Message Passing with Spectral Initialization for Generalized Linear Models Marco Mondelli R. Venkataramanan 55 39 0 07 Oct 2020
Approximate Message Passing algorithms for rotationally invariant matrices Z. Fan 20 69 0 27 Aug 2020
Optimal Combination of Linear and Spectral Estimators for Generalized Linear Models Marco Mondelli Christos Thrampoulidis R. Venkataramanan 63 17 0 07 Aug 2020
All-or-nothing statistical and computational phase transitions in sparse spiked matrix estimation Jean Barbier N. Macris Cynthia Rush 59 36 0 14 Jun 2020
Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula) Cédric Gerbelot A. Abbara Florent Krzakala 41 48 0 11 Jun 2020
Phase retrieval in high dimensions: Statistical and computational phase transitions Antoine Maillard Bruno Loureiro Florent Krzakala Lenka Zdeborová 54 60 0 09 Jun 2020
Memory-free dynamics for the TAP equations of Ising models with arbitrary rotation invariant ensembles of random coupling matrices Burak Çakmak Manfred Opper 45 20 0 24 Jan 2019
A modern maximum-likelihood theory for high-dimensional logistic regression Pragya Sur Emmanuel J. Candes 58 288 0 19 Mar 2018
$Optimization-based AMP for Phase Retrieval: The Impact of Initialization and $\ell_2$-regularization$ Optimization-based AMP for Phase Retrieval: The Impact of Initialization and $\ell_2$ -regularization Junjie Ma Ji Xu A. Maleki 71 54 0 03 Jan 2018
Estimation of Low-Rank Matrices via Approximate Message Passing Andrea Montanari R. Venkataramanan 67 87 0 06 Nov 2017
Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models Jean Barbier Florent Krzakala N. Macris Léo Miolane Lenka Zdeborová 82 265 0 10 Aug 2017
Community Detection and Stochastic Block Models Emmanuel Abbe 136 1,199 0 29 Mar 2017
Constrained Low-rank Matrix Estimation: Phase Transitions, Approximate Message Passing and Applications T. Lesieur Florent Krzakala Lenka Zdeborová 126 128 0 03 Jan 2017
Message-passing algorithms for synchronization problems over compact groups Amelia Perry Alexander S. Wein Afonso S. Bandeira Ankur Moitra 93 85 0 14 Oct 2016
Mutual information for symmetric rank-one matrix estimation: A proof of the replica formula Jean Barbier M. Dia N. Macris Florent Krzakala T. Lesieur Lenka Zdeborova 78 174 0 13 Jun 2016
Non-negative Principal Component Analysis: Message Passing Algorithms and Sharp Asymptotics Andrea Montanari E. Richard 93 106 0 18 Jun 2014
Information-theoretically Optimal Sparse PCA Y. Deshpande Andrea Montanari 90 142 0 10 Feb 2014
Phase transitions and sample complexity in Bayes-optimal matrix factorization Y. Kabashima Florent Krzakala M. Mézard A. Sakata Lenka Zdeborová 129 108 0 06 Feb 2014
State Evolution for General Approximate Message Passing Algorithms, with Applications to Spatial Coupling Adel Javanmard Andrea Montanari 75 263 0 21 Nov 2012
Information-Theoretically Optimal Compressed Sensing via Spatial Coupling and Approximate Message Passing D. Donoho Adel Javanmard Andrea Montanari 173 200 0 04 Dec 2011
The LASSO risk for gaussian matrices Mohsen Bayati Andrea Montanari 186 319 0 16 Aug 2010
Message Passing Algorithms for Compressed Sensing D. Donoho A. Maleki Andrea Montanari 106 2,357 0 21 Jul 2009