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강건 스피어만 상관계수×강건 Kendall's Tau 순위 상관관계×
분야통계학통계학
계열Hypothesis testHypothesis test
기원 연도1990s–2000s1990s–2000s
창시자Rand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)Rand Wilcox; Croux & Dehon (robust extensions)
유형Robust nonparametric correlationRobust rank correlation
원전Wilcox, 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
별칭Winsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant Spearmanrobust tau, skipped Kendall's tau, Winsorized Kendall's tau, outlier-resistant rank correlation
관련55
요약Robust 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.Robust 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.
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ScholarGate방법 비교: Robust Spearman Correlation · Robust Kendall's tau. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare