$Simple and practical algorithms for $\ell_p$-norm low-rank approximation$

Simple and practical algorithms for $\ell_p$ -norm low-rank approximation

24 May 2018

Anastasios Kyrillidis

Papers citing "Simple and practical algorithms for $\ell_p$-norm low-rank approximation"

8 / 8 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
Provable Burer-Monteiro factorization for a class of norm-constrained matrix problems Dohyung Park Anastasios Kyrillidis Srinadh Bhojanapalli Constantine Caramanis Sujay Sanghavi 85 22 0 04 Jun 2016
Matrix Completion has No Spurious Local Minimum Rong Ge Jason D. Lee Tengyu Ma 93 599 0 24 May 2016
Dropping Convexity for Faster Semi-definite Optimization Srinadh Bhojanapalli Anastasios Kyrillidis Sujay Sanghavi 63 173 0 14 Sep 2015
Fast and Robust Recursive Algorithms for Separable Nonnegative Matrix Factorization Nicolas Gillis S. Vavasis 105 223 0 06 Aug 2012
Robust PCA via Outlier Pursuit Huan Xu Constantine Caramanis Sujay Sanghavi 100 767 0 20 Oct 2010

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