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MultANOVA (version 1.0.1)

Analysis of Designed High-Dimensional Data using the Comprehensive MultANOVA Framework

Description

A comprehensive and computationally fast framework to analyze high dimensional data associated with an experimental design based on Multiple ANOVAs (MultANOVA). It includes testing the overall significance of terms in the model, post-hoc analyses of significant terms and variable selection. Details may be found in Mahieu, B., & Cariou, V. (2025). MultANOVA Followed by Post Hoc Analyses for Designed High‐Dimensional Data: A Comprehensive Framework That Outperforms ASCA, rMANOVA, and VASCA. Journal of Chemometrics, 39(7). .

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Version

Install

install.packages('MultANOVA')

Monthly Downloads

125

Version

1.0.1

License

GPL (>= 3)

Maintainer

Benjamin Mahieu

Last Published

September 1st, 2025

Functions in MultANOVA (1.0.1)

MultANOVA

Multiple ANOVAs (MultANOVA)
plot.DCDA

Plots for DCDA objects
MultLSD

Multiple Least-Squares Difference tests (MultLSD)
FisherS

Variable-wise Type III Fisher tests
MultANOVA-package

MultANOVA: Analysis of Designed High-Dimensional Data using the Comprehensive MultANOVA Framework
DCDA

Diagonal Canonical Discriminant Analysis (DCDA)
OTU

OTU data