Multivariate Analysis

Resources to learn and develop multivariate analyses

maintained by : Stéphane Dray Click here to contribute

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Type: course video exo open book book article git repo website

level: begin intermediate advanced

Overview

Name Links
Multivariate Analysis S. Jadhav A list of videos introducing r, multivariate analysis, PCA and clustering
Exploratory Multivariate Data Analysis F Husson, J Pagès, M Houée-Bigot – a MOOC including PCA, CA, MCA and clustering
Gusta Me – a website describing range of analysis techniques used in microbial ecology including data preparation, ordination and clustering methods
Applied Multivariate Statistical Analysis Penn State College – a full course examining a variety of statistical methods for multivariate data, including multivariate extensions of t-tests and analysis of variance, dimension reduction techniques such as principal component analysis, factor analysis, canonical correlation analysis, and classification and clustering methods.
Multivariate Analysis S Dray – Slides from a Master course including PCA, correspondance analysis & two-table analysis

Ordination Methods

Name Links
Ordination Methods for Ecologists M. Palmer – A full presentation of theory and main ordination methods

related links: http://ordination.okstate.edu/otherlinks.html

Clustering