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강건 스피어만 상관계수×Kendall's Tau Rank Correlation×
분야통계학통계학
계열Hypothesis testHypothesis test
기원 연도1990s–2000s1938
창시자Rand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)Maurice G. Kendall
유형Robust nonparametric correlationNonparametric rank correlation
원전Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838Kendall, M. G. (1938). A new measure of rank correlation. Biometrika, 30(1/2), 81–93. DOI ↗
별칭Winsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant SpearmanKendall tau, Kendall rank correlation, tau-b, tau-c
관련54
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.Kendall's tau is a nonparametric measure of the ordinal association between two variables. It quantifies how consistently the relative ordering of one variable matches the ordering of another across all observation pairs, making it robust to outliers and suitable for ordinal or non-normally distributed data.
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