
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...


Multivariate analysis is a mainstay of statistical tools in the analysis of biomedical data. It concerns with associating data matrices of n rows by p columns, with rows representing samples (or patients) and columns attributes of samples, to some response variables, e.g.,...
