Geometry of Factored Nuclear Norm Regularization

5 April 2017

Papers citing "Geometry of Factored Nuclear Norm Regularization"

10 / 10 papers shown

Title
No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis Rong Ge Chi Jin Yi Zheng 115 436 0 03 Apr 2017
Symmetry, Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization Xingguo Li Junwei Lu R. Arora Jarvis Haupt Han Liu Zhaoran Wang T. Zhao 57 52 0 29 Dec 2016
Non-square matrix sensing without spurious local minima via the Burer-Monteiro approach Dohyung Park Anastasios Kyrillidis Constantine Caramanis Sujay Sanghavi 57 180 0 12 Sep 2016
Matrix Completion has No Spurious Local Minimum Rong Ge Jason D. Lee Tengyu Ma 103 599 0 24 May 2016
A Geometric Analysis of Phase Retrieval Ju Sun Qing Qu John N. Wright 121 526 0 22 Feb 2016
Complete Dictionary Recovery over the Sphere II: Recovery by Riemannian Trust-region Method Ju Sun Qing Qu John N. Wright 34 147 0 15 Nov 2015
Dropping Convexity for Faster Semi-definite Optimization Srinadh Bhojanapalli Anastasios Kyrillidis Sujay Sanghavi 63 173 0 14 Sep 2015
Phase Retrieval via Wirtinger Flow: Theory and Algorithms Emmanuel Candes Xiaodong Li Mahdi Soltanolkotabi 199 1,288 0 03 Jul 2014
Poisson noise reduction with non-local PCA Joseph Salmon Zachary T. Harmany Charles-Alban Deledalle Rebecca Willett 102 313 0 02 Jun 2012
Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization Benjamin Recht Maryam Fazel P. Parrilo 413 3,766 0 28 Jun 2007