Introduction
Density Estimation
Analysis Using R
Summary of Findings
Final Comments
Recursive Partitioning
Introduction
Recursive Partitioning
Analysis Using R
Summary of Findings
Final Comments
Scatterplot Smoothers and Additive Models
Introduction
Scatterplot Smoothers and Generalised Additive Models
Analysis Using R
Summary of Findings
Final Comments
Survival Analysis
Introduction
Survival Analysis
Analysis Using R
Summary of Findings
Final Comments
Quantile Regression
Introduction
Quantile Regression
Analysis Using R
Summary of Findings
Final Comments
Analysing Longitudinal Data I
Introduction
Analysing Longitudinal Data
Linear Mixed Effects Models
Analysis Using R
Prediction of Random Effects
The Problem of Dropouts
Summary of Findings
Final Comments
Analysing Longitudinal Data II
Introduction
Methods for Non-Normal Distributions
Analysis Using R: GEE
Analysis Using R: Random Effects
Summary of Findings
Final Comments
Simultaneous Inference and Multiple Comparisons
Introduction
Simultaneous Inference and Multiple Comparisons
Analysis Using R
Summary of Findings
Final Comments
Missing Values
Introduction
The Problems of Missing Data
Dealing with Missing Values
Imputing Missing Values
Analyzing Multiply Imputed Data
Analysis Using R
Summary of Findings
Final Comments
Meta-Analysis
Introduction
Systematic Reviews and Meta-Analysis
Statistics of Meta-Analysis
Analysis Using R
Meta-Regression
Publication Bias
Summary of Findings
Final Comments
Bayesian Inference
Introduction
Bayesian Inference
Analysis Using R
Summary of Findings
Final Comments
Principal Component Analysis
Introduction
Principal Component Analysis
Analysis Using R
Summary of Findings
Final Comments
Multidimensional Scaling
Introduction
Multidimensional Scaling
Analysis Using R
Summary of Findings
Final Comments
Cluster Analysis
Introduction
Cluster Analysis
Analysis Using R
Summary of Findings
Final Comments
Bibliography
Index