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Robustne Spearmani korrelatsioon×Robustne sõltumatute valimite t-test×
ValdkondStatistikaStatistika
PerekondHypothesis testHypothesis test
Tekkeaasta1990s–2000s1974–1990s
LoojaRand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)Rand R. Wilcox; Karen K. Yuen (trimmed-mean form)
TüüpRobust nonparametric correlationRobust parametric mean comparison
AlgallikasWilcox, 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
RööpnimetusedWinsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant SpearmanYuen's t-test, trimmed-mean t-test, Winsorized t-test, robust two-sample test
Seotud52
KokkuvõteRobust 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.The robust independent samples t-test compares the central tendency of two independent groups using trimmed means and Winsorized variances, making it substantially less sensitive to outliers and non-normality than the classical Student or Welch t-test. The most widely used form is Yuen's test, which also accommodates unequal variances across groups.
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ScholarGateVõrdle meetodeid: Robust Spearman Correlation · Robust independent samples t-test. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare