主要内容

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重复测量和 MANOVA

方差分析、重复测量建模以及多响应数据的多重比较

重复测量模型是一种回归模型,其中观测值具有多个响应变量。多元方差分析 (MANOVA) 是一种统计方法,用于确定响应数据的向量在统计上是否不同。重复测量模型和 MANOVA 通常用于交叉和纵向研究,响应变量通常对应于在不同时间的测量值。Statistics and Machine Learning Toolbox™ 提供了适用于重复测量模型的各种函数,可用于执行单因素、双因素和 N 因素多元方差分析 (MANOVA);方差分析 (ANOVA);协方差分析 (ANCOVA);以及创建 RepeatedMeasures 模型对象。

函数

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创建 RepeatedMeasures 对象

fitrmFit repeated measures model

使用 RepeatedMeasures 对象

ranovaAnalysis of variance for within-subject effects in a repeated measures model
anovaAnalysis of variance for between-subject effects in a repeated measures model
mauchlyMauchly’s test for sphericity
epsilonEpsilon adjustment for repeated measures anova
multcompareMultiple comparison of estimated marginal means
manovaMultivariate analysis of variance
coeftestLinear hypothesis test on coefficients of repeated measures model
grpstatsCompute descriptive statistics of repeated measures data by group
margmean Estimate marginal means
plotPlot data with optional grouping
plotprofile Plot expected marginal means with optional grouping
predictCompute predicted values given predictor values
random Generate new random response values given predictor values

创建 manova 对象

manovaMultivariate analysis of variance (MANOVA) results (自 R2023b 起)

使用 manova 对象

barttestBartlett's test for multivariate analysis of variance (MANOVA) (自 R2023b 起)
boxchartBox chart (box plot) for multivariate analysis of variance (MANOVA) (自 R2023b 起)
canonvarsCanonical variables (自 R2023b 起)
coeftestLinear hypothesis test on MANOVA model coefficients (自 R2023b 起)
groupmeansMean response estimates for multivariate analysis of variance (MANOVA) (自 R2023b 起)
multcompareMultiple comparison of marginal means for multiple analysis of variance (MANOVA) (自 R2023b 起)
plotprofilePlot MANOVA response variable means with grouping (自 R2023b 起)
statsMultivariate analysis of variance (MANOVA) table (自 R2023b 起)
manova1One-way multivariate analysis of variance (MANOVA)
manovaclusterDendrogram of group mean clusters following MANOVA

对象

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RepeatedMeasuresModelRepeated measures model object
manovaMultivariate analysis of variance (MANOVA) results (自 R2023b 起)

主题

重复测量

MANOVA