R Macao Bespoke Outline

Standard Outline

Statistical models in R

• Defining statistical models; formulae
• Contrasts
• Linear models
• Generic functions for extracting model information
• Analysis of variance and model comparison
• ANOVA tables
• Updating fitted models
• Generalized linear models
• Families
• The glm() function
• Nonlinear least squares and maximum likelihood models
• Least squares
• Maximum likelihood
• Some non-standard models

Graphical procedures

• High-level plotting commands
• The plot() function
• Displaying multivariate data
• Display graphics
• Arguments to high-level plotting functions
• Low-level plotting commands
• Mathematical annotation
• Hershey vector fonts
• Interacting with graphics
• Using graphics parameters
• Permanent changes: The par() function
• Temporary changes: Arguments to graphics functions
• Graphics parameters list
• Graphical elements
• Axes and tick marks
• Figure margins
• Multiple figure environment
• Device drivers
• PostScript diagrams for typeset documents
• Multiple graphics devices
• Dynamic graphics

Packages

• Standard packages
• Contributed packages and CRAN
• Namespaces

Extra Topics

Data mining

• Clustering
• Classification
• Association Rules
• Sequential Patterns
• Time Series Analysis
• Text Mining