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頑健な多変量分散分析×ロバスト反復測定分散分析×
分野統計学統計学
系統Hypothesis testHypothesis test
提唱年1990s–2000s1990s–2000s
提唱者Rand Wilcox; Lisa Lix and H. J. KeselmanRand R. Wilcox
種類Robust multivariate mean comparisonRobust parametric mean comparison
原典Wilcox, 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
別名robust multivariate ANOVA, trimmed-mean MANOVA, outlier-resistant MANOVA, robust MANOVArobust within-subjects ANOVA, trimmed-mean repeated measures ANOVA, robust RM-ANOVA, heteroscedastic repeated measures ANOVA
関連56
概要Robust 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 repeated measures ANOVA tests whether population trimmed means differ across three or more repeated conditions or time points measured on the same subjects. By replacing ordinary means with 20% trimmed means and replacing variances with Winsorized estimates, it maintains acceptable Type I error and power when data are non-normal, skewed, or contain outliers — conditions under which classical repeated measures ANOVA routinely breaks down.
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ScholarGate手法を比較: Robust MANOVA · Robust repeated measures ANOVA. 2026-06-18に以下より取得 https://scholargate.app/ja/compare