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Nonparametric independence testing via mutual information

Nonparametric independence testing via mutual information

17 November 2017
Thomas B. Berrett
R. Samworth
ArXiv (abs)PDFHTML

Papers citing "Nonparametric independence testing via mutual information"

28 / 28 papers shown
Title
Information-Theoretic Measures on Lattices for High-Order Interactions
Information-Theoretic Measures on Lattices for High-Order Interactions
Zhaolu Liu
Mauricio Barahona
Robert L. Peach
134
1
0
13 Mar 2025
InfoBridge: Mutual Information estimation via Bridge Matching
InfoBridge: Mutual Information estimation via Bridge Matching
Sergei Kholkin
Ivan Butakov
Evgeny Burnaev
Nikita Gushchin
Alexander Korotin
DiffMFedML
142
0
0
03 Feb 2025
Fair Clustering via Hierarchical Fair-Dirichlet Process
Fair Clustering via Hierarchical Fair-Dirichlet Process
Abhisek Chakraborty
A. Bhattacharya
D. Pati
FaML
44
3
0
27 May 2023
Information Bottleneck Analysis of Deep Neural Networks via Lossy
  Compression
Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression
I. Butakov
Alexander Tolmachev
S. Malanchuk
A. Neopryatnaya
Alexey Frolov
K. Andreev
104
7
0
13 May 2023
High-Dimensional Smoothed Entropy Estimation via Dimensionality
  Reduction
High-Dimensional Smoothed Entropy Estimation via Dimensionality Reduction
Kristjan Greenewald
Brian Kingsbury
Yuancheng Yu
86
4
0
08 May 2023
A Permutation-Free Kernel Independence Test
A Permutation-Free Kernel Independence Test
S. Shekhar
Ilmun Kim
Aaditya Ramdas
68
11
0
18 Dec 2022
A Simple Unified Approach to Testing High-Dimensional Conditional
  Independences for Categorical and Ordinal Data
A Simple Unified Approach to Testing High-Dimensional Conditional Independences for Categorical and Ordinal Data
Ankur Ankan
J. Textor
CML
77
5
0
09 Jun 2022
Discussion of 'Multivariate Fisher's independence test for multivariate
  dependence'
Discussion of 'Multivariate Fisher's independence test for multivariate dependence'
Thomas B. Berrett
78
0
0
02 May 2022
Exploiting Independent Instruments: Identification and Distribution
  Generalization
Exploiting Independent Instruments: Identification and Distribution Generalization
Sorawit Saengkyongam
Leonard Henckel
Niklas Pfister
J. Peters
85
18
0
03 Feb 2022
On boosting the power of Chatterjee's rank correlation
On boosting the power of Chatterjee's rank correlation
Zhexiao Lin
Fang Han
63
43
0
15 Aug 2021
Rates of Estimation of Optimal Transport Maps using Plug-in Estimators
  via Barycentric Projections
Rates of Estimation of Optimal Transport Maps using Plug-in Estimators via Barycentric Projections
Nabarun Deb
Promit Ghosal
B. Sen
OT
126
75
0
04 Jul 2021
BEAUTY Powered BEAST
BEAUTY Powered BEAST
Kai Zhang
Zhigen Zhao
Wen-Xin Zhou
50
8
0
01 Mar 2021
Measuring Association on Topological Spaces Using Kernels and Geometric
  Graphs
Measuring Association on Topological Spaces Using Kernels and Geometric Graphs
Nabarun Deb
Promit Ghosal
B. Sen
509
50
0
05 Oct 2020
A Test for Independence Via Bayesian Nonparametric Estimation of Mutual
  Information
A Test for Independence Via Bayesian Nonparametric Estimation of Mutual Information
L. Al-Labadi
Forough Fazeli Asl
Z. Saberi
55
6
0
10 Feb 2020
Optimal rates for independence testing via $U$-statistic permutation
  tests
Optimal rates for independence testing via UUU-statistic permutation tests
Thomas B. Berrett
Ioannis Kontoyiannis
R. Samworth
57
26
0
15 Jan 2020
The Binary Expansion Randomized Ensemble Test (BERET)
The Binary Expansion Randomized Ensemble Test (BERET)
Duyeol Lee
Kai Zhang
Michael R. Kosorok
29
6
0
08 Dec 2019
A New Framework for Distance and Kernel-based Metrics in High Dimensions
A New Framework for Distance and Kernel-based Metrics in High Dimensions
Shubhadeep Chakraborty
Xianyang Zhang
51
32
0
30 Sep 2019
Multivariate Rank-based Distribution-free Nonparametric Testing using
  Measure Transportation
Multivariate Rank-based Distribution-free Nonparametric Testing using Measure Transportation
Nabarun Deb
B. Sen
125
134
0
18 Sep 2019
Multivariate Ranks and Quantiles using Optimal Transport: Consistency,
  Rates, and Nonparametric Testing
Multivariate Ranks and Quantiles using Optimal Transport: Consistency, Rates, and Nonparametric Testing
Promit Ghosal
B. Sen
83
60
0
14 May 2019
High dimensional consistent independence testing with maxima of rank
  correlations
High dimensional consistent independence testing with maxima of rank correlations
Mathias Drton
Fang Han
Hongjian Shi
76
43
0
14 Dec 2018
Ball: An R package for detecting distribution difference and association
  in metric spaces
Ball: An R package for detecting distribution difference and association in metric spaces
Jin Zhu
L. Manikonda
Wei Zheng
S. Kambhampati
67
14
0
09 Nov 2018
The Hellinger Correlation
The Hellinger Correlation
G. Geenens
P. Lafaye De Micheaux
99
32
0
24 Oct 2018
Statistical dependence: Beyond Pearson's $ρ$
Statistical dependence: Beyond Pearson's ρρρ
D. Tjøstheim
Haakon Otneim
Baard Stove
61
40
0
27 Sep 2018
The conditional permutation test for independence while controlling for
  confounders
The conditional permutation test for independence while controlling for confounders
Thomas B. Berrett
Yi Wang
Rina Foygel Barber
R. Samworth
107
16
0
14 Jul 2018
Multiscale Fisher's Independence Test for Multivariate Dependence
Multiscale Fisher's Independence Test for Multivariate Dependence
S. Gorsky
L. Ma
35
8
0
18 Jun 2018
The Hardness of Conditional Independence Testing and the Generalised
  Covariance Measure
The Hardness of Conditional Independence Testing and the Generalised Covariance Measure
Rajen Dinesh Shah
J. Peters
182
303
0
19 Apr 2018
Detecting independence of random vectors: generalized distance
  covariance and Gaussian covariance
Detecting independence of random vectors: generalized distance covariance and Gaussian covariance
Bjorn Bottcher
Martin Keller-Ressel
R. Schilling
50
16
0
21 Nov 2017
Distance multivariance: New dependence measures for random vectors
Distance multivariance: New dependence measures for random vectors
Bjorn Bottcher
Martin Keller-Ressel
R. Schilling
52
32
0
21 Nov 2017
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