An Efficient Online Algorithm for Computing Chatterjee Correlation Using Quantile Sketches
Published • Jan 26, 2026
NobleIDNI6P905W331R619S191
Authors:,,
Michael Nisenzon
Srikanth Patala
Kevin L. Scott
Abstract
SUMMARY & CONCLUSIONSChatterjee’s ξ-correlation is a powerful, rank-based dependence measure that captures a wide range of functional relationships between variables. While its statistical advantages over classical methods like Pearson or Spearman correlation are well documented, the computational c...
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