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Sharp detection in PCA under correlations: all eigenvalues matter

Sharp detection in PCA under correlations: all eigenvalues matter

22 February 2016
Yan Sun
ArXiv (abs)PDFHTML

Papers citing "Sharp detection in PCA under correlations: all eigenvalues matter"

15 / 15 papers shown
Title
Asymptotic Normality of Log Likelihood Ratio and Fundamental Limit of
  the Weak Detection for Spiked Wigner Matrices
Asymptotic Normality of Log Likelihood Ratio and Fundamental Limit of the Weak Detection for Spiked Wigner Matrices
Hye Won Chung
Jihoon Lee
J. Lee
43
3
0
02 Mar 2022
Comparing Classes of Estimators: When does Gradient Descent Beat Ridge
  Regression in Linear Models?
Comparing Classes of Estimators: When does Gradient Descent Beat Ridge Regression in Linear Models?
Dominic Richards
Yan Sun
Patrick Rebeschini
74
3
0
26 Aug 2021
Detection of Signal in the Spiked Rectangular Models
Detection of Signal in the Spiked Rectangular Models
Ji Hyung Jung
Hye Won Chung
J. Lee
94
10
0
28 Apr 2021
How to reduce dimension with PCA and random projections?
How to reduce dimension with PCA and random projections?
Fan Yang
Sifan Liu
Yan Sun
David P. Woodruff
63
28
0
01 May 2020
Asymptotics for Sketching in Least Squares Regression
Asymptotics for Sketching in Least Squares Regression
Yan Sun
Sifan Liu
61
13
0
14 Oct 2018
Optimality and Sub-optimality of PCA I: Spiked Random Matrix Models
Optimality and Sub-optimality of PCA I: Spiked Random Matrix Models
Amelia Perry
Alexander S. Wein
Afonso S. Bandeira
Ankur Moitra
84
110
0
02 Jul 2018
Fundamental limits of detection in the spiked Wigner model
Fundamental limits of detection in the spiked Wigner model
A. Alaoui
Florent Krzakala
Michael I. Jordan
74
46
0
25 Jun 2018
Phase transitions in spiked matrix estimation: information-theoretic
  analysis
Phase transitions in spiked matrix estimation: information-theoretic analysis
Léo Miolane
90
19
0
12 Jun 2018
Detection limits in the high-dimensional spiked rectangular model
Detection limits in the high-dimensional spiked rectangular model
A. Alaoui
Michael I. Jordan
82
20
0
20 Feb 2018
Finite Size Corrections and Likelihood Ratio Fluctuations in the Spiked
  Wigner Model
Finite Size Corrections and Likelihood Ratio Fluctuations in the Spiked Wigner Model
A. Alaoui
Florent Krzakala
Michael I. Jordan
83
21
0
09 Oct 2017
Optimal hypothesis testing for stochastic block models with growing
  degrees
Optimal hypothesis testing for stochastic block models with growing degrees
Debapratim Banerjee
Zongming Ma
114
57
0
15 May 2017
Optimality and Sub-optimality of PCA for Spiked Random Matrices and
  Synchronization
Optimality and Sub-optimality of PCA for Spiked Random Matrices and Synchronization
Amelia Perry
Alexander S. Wein
Afonso S. Bandeira
Ankur Moitra
137
59
0
19 Sep 2016
Eigenvalue distributions of variance components estimators in
  high-dimensional random effects models
Eigenvalue distributions of variance components estimators in high-dimensional random effects models
Fan Zhou
Iain M. Johnstone
63
13
0
08 Jul 2016
Testing in high-dimensional spiked models
Testing in high-dimensional spiked models
Iain M. Johnstone
A. Onatski
84
53
0
24 Sep 2015
High-Dimensional Asymptotics of Prediction: Ridge Regression and
  Classification
High-Dimensional Asymptotics of Prediction: Ridge Regression and Classification
Yan Sun
Stefan Wager
150
289
0
10 Jul 2015
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