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Fast Exact Matrix Completion with Finite Samples

Fast Exact Matrix Completion with Finite Samples

4 November 2014
Prateek Jain
Praneeth Netrapalli
ArXivPDFHTML

Papers citing "Fast Exact Matrix Completion with Finite Samples"

19 / 19 papers shown
Title
Leave-One-Out Analysis for Nonconvex Robust Matrix Completion with General Thresholding Functions
Leave-One-Out Analysis for Nonconvex Robust Matrix Completion with General Thresholding Functions
Tianming Wang
Ke Wei
33
0
0
28 Jul 2024
Accelerating SGD for Highly Ill-Conditioned Huge-Scale Online Matrix
  Completion
Accelerating SGD for Highly Ill-Conditioned Huge-Scale Online Matrix Completion
G. Zhang
Hong-Ming Chiu
Richard Y. Zhang
16
10
0
24 Aug 2022
On Asymptotic Linear Convergence of Projected Gradient Descent for
  Constrained Least Squares
On Asymptotic Linear Convergence of Projected Gradient Descent for Constrained Least Squares
Trung Vu
Raviv Raich
15
13
0
22 Dec 2021
Private Alternating Least Squares: Practical Private Matrix Completion
  with Tighter Rates
Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates
Steve Chien
Prateek Jain
Walid Krichene
Steffen Rendle
Shuang Song
Abhradeep Thakurta
Li Zhang
25
19
0
20 Jul 2021
GNMR: A provable one-line algorithm for low rank matrix recovery
GNMR: A provable one-line algorithm for low rank matrix recovery
Pini Zilber
B. Nadler
48
13
0
24 Jun 2021
Exact Linear Convergence Rate Analysis for Low-Rank Symmetric Matrix
  Completion via Gradient Descent
Exact Linear Convergence Rate Analysis for Low-Rank Symmetric Matrix Completion via Gradient Descent
Trung Vu
Raviv Raich
25
10
0
04 Feb 2021
Rank $2r$ iterative least squares: efficient recovery of ill-conditioned
  low rank matrices from few entries
Rank 2r2r2r iterative least squares: efficient recovery of ill-conditioned low rank matrices from few entries
Jonathan Bauch
B. Nadler
Pini Zilber
19
13
0
05 Feb 2020
Matrix Completion and Performance Guarantees for Single Individual
  Haplotyping
Matrix Completion and Performance Guarantees for Single Individual Haplotyping
Somsubhra Barik
H. Vikalo
18
1
0
13 Jun 2018
A Nonconvex Projection Method for Robust PCA
A Nonconvex Projection Method for Robust PCA
Aritra Dutta
Filip Hanzely
Peter Richtárik
12
24
0
21 May 2018
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase
  Procrustes Flow
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow
Xiao Zhang
S. Du
Quanquan Gu
23
24
0
03 Mar 2018
Non-convex Optimization for Machine Learning
Non-convex Optimization for Machine Learning
Prateek Jain
Purushottam Kar
24
478
0
21 Dec 2017
Dynamic matrix recovery from incomplete observations under an exact
  low-rank constraint
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint
Liangbei Xu
Mark A. Davenport
15
26
0
28 Oct 2016
Nearly-optimal Robust Matrix Completion
Nearly-optimal Robust Matrix Completion
Yeshwanth Cherapanamjeri
Kartik Gupta
Prateek Jain
33
99
0
23 Jun 2016
Provable Efficient Online Matrix Completion via Non-convex Stochastic
  Gradient Descent
Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent
Chi Jin
Sham Kakade
Praneeth Netrapalli
11
81
0
26 May 2016
Matrix Completion has No Spurious Local Minimum
Matrix Completion has No Spurious Local Minimum
Rong Ge
J. Lee
Tengyu Ma
11
596
0
24 May 2016
Complete Dictionary Recovery over the Sphere
Complete Dictionary Recovery over the Sphere
Ju Sun
Qing Qu
John N. Wright
33
202
0
26 Apr 2015
Finding a sparse vector in a subspace: Linear sparsity using alternating
  directions
Finding a sparse vector in a subspace: Linear sparsity using alternating directions
Qing Qu
Ju Sun
John N. Wright
14
111
0
15 Dec 2014
Guaranteed Matrix Completion via Non-convex Factorization
Guaranteed Matrix Completion via Non-convex Factorization
Ruoyu Sun
Z. Luo
31
449
0
28 Nov 2014
Fast, Robust and Non-convex Subspace Recovery
Fast, Robust and Non-convex Subspace Recovery
Gilad Lerman
Tyler Maunu
26
77
0
24 Jun 2014
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