09 Jul 2018
This page lists a series of links to useful online resources.
The links are organized into the same set of topics as for the Tutorial and Workshop series.
Specific topics
- Installation of R
- Basic syntax
- Data types
- Object manipulation
- R Editors
«Goto Tutorial»
«Goto Workshop»
Specific topics
- Constructing dataframes
Tutorial
- Importing (reading) and exporting (writing) data
(Tutorial, Workshop)
- Vectors within dataframesTutorial
- Manipulating dataframesTutorial
- Reshaping dataframes
- Merging dataframes
- Aggregating dataframes
- Transformations and derivatives
- Alterations
- List manipulations
- More complex manipulations
- Simulated data sets - random data generation
Tutorial
Introductory statistical principles
Specific topics
- Basic principlesTutorial
- Probability theory
- Distributions
- Measures of location and variability
- Degrees of freedom
- Apposing philosophiesTutorial
- Frequentist
- Bayesian
- Estimation and inferenceTutorial
- Least squares (LS)
- Maximum likelihood (ML)
- Bayesian
R data summaries - numerical and graphical
Specific topics
- High level plotting
- Graphical parameters
- Enhancements and customizations
- Exporting graphics
«Goto Tutorial»
Specific topics
- Introducing the grammar of graphics
- Coordinate systems
- Geometric objects - geom
- Scales
- Facets
- Options
- Themes
- Showcase
«Goto Tutorial»
Specific topics
- Numerical summaries
- Graphical summaries
«Goto Tutorial»
«Goto Workshop»
Statistical modeling
Specific topics
- An introduction to linear modelsTutorial
- Regression
- Simple
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- Multiple
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- ANOVA
- Single factor
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- ANCOVA
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- Factorial
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- Multilevel (mixed effects) models
- Nested
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- Randomize Complete Block
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
- Partly nested (split-plot and randomized block)
Bayesian (Tutorial, Workshop)
(Tutorial, Workshop)
Specific topics
- To derive predictions
- To derive treatment means
- To derive effect sizes
«Goto Workshop»
«Goto Workshop»
Specific topics
- χ2 tests
- Contingency tables
- Generalized linear models
- Logistic regression
- Log-linear modelling
«Goto Workshop»
«Goto Workshop»
Multivariate analyses
Specific topics
- Overview
- Diversity and Richness
- Transformations and standardizations
Specific topics
- Unconstrained
- Principal components analysis
- Constrained
- Redundancy analysis
Specific topics
- Dissimilarity
- Non-metric Multidimensional Scaling (NMDS)
- ANOSIM and Mantel tests
Other topics
Specific topics
- Itemsets
-
«Goto Workshop»
«Goto Workshop»
