Generative Principal Component Analysis

Generative Principal Component Analysis

18 March 2022

Jonathan Scarlett

Papers citing "Generative Principal Component Analysis"

17 / 17 papers shown

Title
Instance-Optimal Compressed Sensing via Posterior Sampling A. Jalal Sushrut Karmalkar A. Dimakis Eric Price 48 52 0 21 Jun 2021
Robust Compressed Sensing using Generative Models A. Jalal Liu Liu A. Dimakis Constantine Caramanis 53 39 0 16 Jun 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 67 531 0 12 May 2020
Exact asymptotics for phase retrieval and compressed sensing with random generative priors Benjamin Aubin Bruno Loureiro Antoine Baker Florent Krzakala Lenka Zdeborová 50 36 0 04 Dec 2019
Information-Theoretic Lower Bounds for Compressive Sensing with Generative Models Zhaoqiang Liu Jonathan Scarlett 70 41 0 28 Aug 2019
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors Gauri Jagatap Chinmay Hegde 55 74 0 20 Jun 2019
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks Reinhard Heckel Paul Hand 72 284 0 02 Oct 2018
Phase Retrieval Under a Generative Prior Paul Hand Oscar Leong V. Voroninski 55 189 0 11 Jul 2018
Modeling Sparse Deviations for Compressed Sensing using Generative Models Manik Dhar Aditya Grover Stefano Ermon 53 79 0 04 Jul 2018
Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees Viraj Shah Chinmay Hegde GAN 89 166 0 23 Feb 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 242 8,856 0 25 Aug 2017
Phase Retrieval via Wirtinger Flow: Theory and Algorithms Emmanuel Candes Xiaodong Li Mahdi Soltanolkotabi 177 1,285 0 03 Jul 2014
Phase Retrieval using Alternating Minimization Praneeth Netrapalli Prateek Jain Sujay Sanghavi 183 632 0 02 Jun 2013
Sparse PCA through Low-rank Approximations Dimitris Papailiopoulos A. Dimakis Stavros Korokythakis 67 71 0 03 Mar 2013
Sparse PCA: Optimal rates and adaptive estimation Tommaso Cai Zongming Ma Yihong Wu 121 327 0 06 Nov 2012
Sparse principal component analysis and iterative thresholding Zongming Ma 118 333 0 12 Dec 2011
PCA consistency in high dimension, low sample size context Sungkyu Jung J. S. Marron 93 319 0 19 Nov 2009