Multivariate statistics

Units

Goals and Motivations
- Introduction
- Goals and Motivations
- Fundamentals 1: Organizing numbers
- Fundamentals 2: Core statistical concepts
Dimensionality reduction
- Composite Variables
- Basics of Matrix Algebra
- Eigenanalysis
- Applied PCA
Group Comparisons
- Distance
- Correlations between Matrices
- MANOVA
- PERMANOVA
Classification
- Linear Classification
- Non-linear Classification
- Classification and Regression Tree
- Clustering
Ordination
- PCA Revisited and Factor Analysis
- Nonmetric Multidimensional Scaling
- Canonical Ordination 1: Asymmetrical Ordinations
- Canonical Ordination 2: Symmetrical Ordinations

Name		Name	Last commit message	Last commit date
Latest commit History 132 Commits
Data		Data
Images		Images
Problem_Sets		Problem_Sets
.gitignore		.gitignore
1.1-Introduction.qmd		1.1-Introduction.qmd
1.2-Goals_Motivations.qmd		1.2-Goals_Motivations.qmd
1.3-Fundamentals_1.qmd		1.3-Fundamentals_1.qmd
1.4-Fundamentals_2.qmd		1.4-Fundamentals_2.qmd
2.1-CompositeVariables.qmd		2.1-CompositeVariables.qmd
2.2-MatrixAlgebra.qmd		2.2-MatrixAlgebra.qmd
2.3-Eigen_Analysis.qmd		2.3-Eigen_Analysis.qmd
2.4-Applied_PCA.qmd		2.4-Applied_PCA.qmd
3.1-Distance.qmd		3.1-Distance.qmd
3.2-Correlations.qmd		3.2-Correlations.qmd
3.3-MANOVA.qmd		3.3-MANOVA.qmd
3.4-PERMANOVA.qmd		3.4-PERMANOVA.qmd
4.1-Linear_Classification.qmd		4.1-Linear_Classification.qmd
4.2-Non-linear_Classification.qmd		4.2-Non-linear_Classification.qmd
4.3-CART.qmd		4.3-CART.qmd
4.4-Clustering.qmd		4.4-Clustering.qmd
5.1-PCA_Revisited.qmd		5.1-PCA_Revisited.qmd
5.2-NMDS.qmd		5.2-NMDS.qmd
5.3-Canonical_Ordination_1.qmd		5.3-Canonical_Ordination_1.qmd
5.4-Canonical_Ordination_2.qmd		5.4-Canonical_Ordination_2.qmd
LICENSE		LICENSE
Multivariate.bib		Multivariate.bib
Notes.md		Notes.md
QMLS_2-Multivariate.Rproj		QMLS_2-Multivariate.Rproj
QMLS_Logo.png		QMLS_Logo.png
README.md		README.md
batch_render.R		batch_render.R
custom.scss		custom.scss
evolution.csl		evolution.csl