On the power of Chatterjee's rank correlation

H Shi, M Drton, F Han - Biometrika, 2022 - academic.oup.com
Summary introduced a simple new rank correlation coefficient that has attracted much
attention recently. The coefficient has the unusual appeal that it not only estimates a …

On boosting the power of Chatterjee's rank correlation

Z Lin, F Han - Biometrika, 2023 - academic.oup.com
The ingenious approach of to estimate a measure of dependence first proposed by based
on simple rank statistics has quickly caught attention. This measure of dependence has the …

On universally consistent and fully distribution-free rank tests of vector independence

H Shi, M Hallin, M Drton, F Han - The Annals of Statistics, 2022 - projecteuclid.org
On universally consistent and fully distribution-free rank tests of vector independence Page 1
The Annals of Statistics 2022, Vol. 50, No. 4, 1933–1959 https://doi.org/10.1214/21-AOS2151 © …

Exact Detection Thresholds and Minimax Optimality of Chatterjee's Correlation Coefficient

A Auddy, N Deb, S Nandy - arXiv preprint arXiv:2104.15140, 2021 - arxiv.org
Recently, Chatterjee (2021) introduced a new rank-based correlation coefficient which can
be used to measure the strength of dependence between two random variables. This …

Exact detection thresholds and minimax optimality of Chatterjee's correlation coefficient

A Auddy, N Deb, S Nandy - Bernoulli, 2024 - projecteuclid.org
Exact detection thresholds and minimax optimality of Chatterjee's correlation coefficient
Page 1 Bernoulli 30(2), 2024, 1640–1668 https://doi.org/10.3150/23-BEJ1648 Exact …

Counting small permutation patterns

C Even-Zohar, C Leng - Proceedings of the 2021 ACM-SIAM Symposium on …, 2021 - SIAM
A sample of n generic points in the xy-plane defines a permutation that relates their ranks
along the two axes. Every subset of k points similarly defines a pattern, which occurs in that …

independence: Fast rank tests

C Even-Zohar - arXiv preprint arXiv:2010.09712, 2020 - arxiv.org
In 1948 Hoeffding devised a nonparametric test that detects dependence between two
continuous random variables X and Y, based on the ranking of n paired samples (Xi, Yi) …

[图书][B] Rate-optimality of consistent distribution-free tests of independence based on center-outward ranks and signs

H Shi, M Hallin, M Drton, F Han - 2020 - researchgate.net
Rank correlations have found many innovative applications in the last decade. In particular,
suitable versions of rank correlations have been used for consistent tests of independence …

Large-sample theory for the Bergsma-Dassios sign covariance

P Nandy, L Weihs, M Drton - 2016 - projecteuclid.org
Abstract The Bergsma-Dassios sign covariance is a recently proposed extension of
Kendall's tau. In contrast to tau or also Spearman's rho, the new sign covariance τ …

Interpoint-ranking sign covariance for the test of independence

H Moon, K Chen - Biometrika, 2022 - academic.oup.com
We generalize the sign covariance introduced by Bergsma & Dassios (2014) to multivariate
random variables and beyond. The new interpoint-ranking sign covariance is applicable to …