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Installation

# Install release version from CRAN  
install.packages("HDANOVA")  
# Install development version from GitHub  
devtools::install_github("khliland/HDANOVA")

HD-ANOVA book

This package contains the main methods described in Age K. Smilde, Federico Marini, Johan A. Westerhuis and Kristian Hovde Liland’s book:

Analysis of Variance for High-Dimensional Data
- Applications in Life, Food and Chemical Sciences

To be published by Wiley in 2025.

Contents

  • Main methods:
    • ASCA+ - Analysis of Variance Simultaneous Component Analysis
    • APCA+ - ANOVA Principal Component Analysis
    • LiMM-PCA - Linear Mixed Model PCA
    • MSCA - Multilevel Simultaneous Component Analysis
    • PC-ANOVA - Principal Component Analysis of Variance
    • PRC - Principal Response Curves
    • PERMANOVA - Permutation Based MANOVA
  • A selection of datasets
  • Common framework and plotting routines