APPLIED MULTIVARIATE STATISTICAL ANALYSIS, 2ND EDITION - Softcover

HARDLE WOLFGANG, ET. AL

Softcover

ISBN 10: 8184898622 ISBN 13: 9788184898620

Publisher: SPRINGER (SIE), 2011

Synopsis

Focusing on high-dimensional applications, this 4th edition presents the tools and concepts used in multivariate data analysis in a style that is also accessible for non-mathematicians and practitioners.  It surveys the basic principles and emphasizes both exploratory and inferential statistics; a new chapter on Variable Selection (Lasso, SCAD and Elastic Net) has also been added.  All chapters include practical exercises that highlight applications in different multivariate data analysis fields: in quantitative financial studies, where the joint dynamics of assets are observed; in medicine, where recorded observations of subjects in different locations form the basis for reliable diagnoses and medication; and in quantitative marketing, where consumers' preferences are collected in order to construct models of consumer behavior.  All of these examples involve high to ultra-high dimensions and represent a number of major fields in big data analysis.The fourth edition of this book on Applied Multivariate Statistical Analysis offers the following new features:A new chapter on Variable Selection (Lasso, SCAD and Elastic Net) All exercises are supplemented by R and MATLAB code that can be found on www.quantlet.de.The practical exercises include solutions that can be found in Härdle, W. and Hlavka, Z., Multivariate Statistics: Exercises and Solutions. Springer Verlag, Heidelberg.

About this edition

• Publisher: SPRINGER (SIE)
• Publication date: 2011
• ISBN 10: 8184898622
• ISBN 13: 9788184898620
• Binding: Paperback