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Robust Kendall's Tau korrelatsioon×Robust Mann-Whitney U test×
ValdkondStatistikaStatistika
PerekondHypothesis testHypothesis test
Tekkeaasta1990s–2000s1947 / 2003
LoojaRand Wilcox; Croux & Dehon (robust extensions)Rand Wilcox (robust extensions); original test by Mann & Whitney (1947)
TüüpRobust rank correlationRobust nonparametric two-group comparison
AlgallikasWilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838Wilcox, R. R. (2005). Introduction to Robust Estimation and Hypothesis Testing (2nd ed.). Academic Press. ISBN: 978-0127515427
Rööpnimetusedrobust tau, skipped Kendall's tau, Winsorized Kendall's tau, outlier-resistant rank correlationrobust Wilcoxon rank-sum test, robust two-sample rank test, outlier-resistant Mann-Whitney test, robust nonparametric two-group comparison
Seotud51
KokkuvõteRobust Kendall's tau estimates the monotone association between two variables using rank-based concordance counts, but augments the standard procedure with outlier detection or Winsorization so that a small number of extreme observations cannot distort the result. It is appropriate when data are ordinal or continuous and bivariate outliers are plausible.The Robust Mann-Whitney U test is a nonparametric two-group comparison that combines the rank-based logic of the classic Mann-Whitney U test with modern robust techniques — such as outlier screening, trimmed means, or robust variance estimation — to produce reliable inferences when data contain extreme values, heavy-tailed distributions, or other violations that compromise the standard test.
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ScholarGateVõrdle meetodeid: Robust Kendall's tau · Robust Mann-Whitney U test. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare