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Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Corelația de rang Tau Kendall robustă×Corelația Spearman Robustă×
DomeniuStatisticăStatistică
FamilieHypothesis testHypothesis test
Anul apariției1990s–2000s1990s–2000s
Autorul originalRand Wilcox; Croux & Dehon (robust extensions)Rand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)
TipRobust rank correlationRobust nonparametric correlation
Sursa seminalăWilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838
Denumiri alternativerobust tau, skipped Kendall's tau, Winsorized Kendall's tau, outlier-resistant rank correlationWinsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant Spearman
Înrudite55
RezumatRobust 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.Robust Spearman correlation is an outlier-resistant measure of monotonic association between two variables. It applies robustification strategies — such as Winsorizing extreme ranks or using the percentage-bend approach — to protect Spearman's rho against distortion from outliers or heavy-tailed distributions, while retaining its nonparametric rank-based character.
ScholarGateSet de date
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  2. 2 Surse
  3. PUBLISHED
  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Robust Kendall's tau · Robust Spearman Correlation. Preluat la 2026-06-18 de pe https://scholargate.app/ro/compare