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강건 다변량 분산 분석(Robust MANOVA)×강건 ANCOVA×
분야통계학통계학
계열Hypothesis testHypothesis test
기원 연도1990s–2000s1990s–2000s
창시자Rand Wilcox; Lisa Lix and H. J. KeselmanRand R. Wilcox and colleagues
유형Robust multivariate mean comparisonRobust parametric covariate-adjusted 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
별칭robust multivariate ANOVA, trimmed-mean MANOVA, outlier-resistant MANOVA, robust MANOVArobust ANCOVA, heteroscedastic ANCOVA, trimmed-mean ANCOVA, resistant ANCOVA
관련54
요약Robust MANOVA is a multivariate analysis of variance procedure designed to remain valid when classical assumptions — multivariate normality and homogeneity of covariance matrices — are violated. It replaces raw means and standard covariance matrices with resistant estimates such as trimmed means and Winsorized covariances, yielding reliable Type I error control and power in the presence of outliers and skewed distributions across multiple dependent variables simultaneously.Robust ANCOVA is a covariate-adjusted group comparison that replaces classical ANCOVA's ordinary least squares estimation with resistant methods — typically trimmed means or M-estimators — so that the test retains valid Type I error control and reasonable power when data contain outliers, heavy-tailed distributions, or heteroscedastic errors.
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