[R-sig-eco] Complete lecture Multivariate Statistics freely available

[Paolo Piras]

Dear Ralf,

this is a VERY useful initiative for everyone interested in teaching (and always learning...)

Thanks **a lot** for sharing

All the best

Paolo




________________________________
Da: R-sig-ecology <r-sig-ecology-bounces at r-project.org> per conto di Ralf Schäfer <senator at ecotoxicology.de>
Inviato: venerdì 27 gennaio 2017 11.35
A: r-sig-ecology at r-project.org
Oggetto: [R-sig-eco] Complete lecture Multivariate Statistics freely available

Dear all,

whoever is interested, we provide teaching videos and R scripts for a lecture on multivariate analysis in R for environmental scientists.
The material is available here:
https://www.uni-koblenz-landau.de/en/campus-landau/faculty7/environmental-sciences/landscape-ecology/Teaching/r-statistics
Statistics and R - University of Koblenz · Landau<https://www.uni-koblenz-landau.de/en/campus-landau/faculty7/environmental-sciences/landscape-ecology/Teaching/r-statistics>
www.uni-koblenz-landau.de
Lecture "Applied Multivariate Statistics" 2016/2017. To enable (1) studying from home, (2) watching the lectures again at a later stage (e.g. preparation for the exam ...




Course content:

Introduction; Revisiting univariate statistics from a data modelling perspective
Multiple regression analysis: Modelling strategies and methods, LASSO
Generalized linear models
Introduction to multivariate analysis; Ordination: Principal Component Analysis (PCA)
Multivariate multiple Regression (Redundancy Analysis - RDA); Similarity and distance metrics; Non-metric multidimensional scaling (NMDS)
Multivariate comparison of groups (Hotelling T2, MANOVA, PERMANOVA)
Unsupervised classification (Cluster analysis)
Supervised classification (Classification and regression trees)

Feel free to provide comments etc to improve the course

Best regards
Ralf

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