Table of Contents

On the Role and Potential of High-Dimensional Biologic Data in Cancer Research.- Variable selection in regression - estimation, prediction,sparsity, inference.- Multivariate Nonparametric Regression.- Risk Estimation.- Tree-Based Methods.- Support Vector Machine Classification for High Dimensional Microarray Data Analysis, With Applications in Cancer Research.- Bayesian Approaches: Nonparametric Bayesian Analysis of Gene Expression Data.