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강건 스피어만 상관계수×강건 독립 표본 t-검정×
분야통계학통계학
계열Hypothesis testHypothesis test
기원 연도1990s–2000s1974–1990s
창시자Rand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)Rand R. Wilcox; Karen K. Yuen (trimmed-mean form)
유형Robust nonparametric correlationRobust parametric mean comparison
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 SpearmanYuen's t-test, trimmed-mean t-test, Winsorized t-test, robust two-sample test
관련52
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.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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