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Sufficient dimension reduction was first introduced in the early 90's as a set of graphical and diagnostic tools for regression with many predictors. Over the past two decades or so it has developed into a powerful theory and technique for handling high-dimensional data. This book will introduce the main results and important techniques in this

This textbook offers an accessible and comprehensive overview of statistical estimation and inference that reflects current trends in statistical research.