Message-ID: <CAGJPu+0GXQnufS8mjcgWiVtZSO3x28cN09nCxZbNMHHexZYapQ@mail.gmail.com>
Date: 2017-01-27T11:11:26Z
From: Tania Bird
Subject: Complete lecture Multivariate Statistics freely available
In-Reply-To: <F7A31361-479C-4223-B5E5-159737806548@ecotoxicology.de>
Yes really an amazing resource!!
Thank you so much for making it available.
Tania
On 27 Jan 2017 12:35, "Ralf Sch?fer" <senator at ecotoxicology.de> wrote:
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
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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