Code: 05070284

High-dimensional Data Analysis

Name: High-dimensional Data Analysis
Brand: World Scientific Publishing Co Pte Ltd
SKU: 05070284
Price: 111.90 EUR
Availability: InStock
Author: T. Tony Cai
ISBN: 9789814324854

by T. Tony Cai, Xiaotong Shen

Language: English
Binding: Hardback
Number of pages: 320
Publisher: World Scientific Publishing Co Pte Ltd, 2010
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Book synopsis

Over the last few years, significant developments have been taking place in high-dimensional data analysis, driven primarily by a wide range of applications in many fields such as genomics and signal processing. In particular, substantial advances have been made in the areas of feature selection, covariance estimation, classification and regression. This book intends to examine important issues arising from high-dimensional data analysis to explore key ideas for statistical inference and prediction. It is structured around topics on multiple hypothesis testing, feature selection, regression, classification, dimension reduction, as well as applications in survival analysis and biomedical research. This book will appeal to graduate students and new researchers interested in the plethora of opportunities available in high-dimensional data analysis.