By Wolfgang Karl Härdle,Léopold Simar
Focusing on high-dimensional functions, this 4th version provides the instruments and ideas utilized in multivariate info research in a method that also is available for non-mathematicians and practitioners. It surveys the elemental ideas and emphasizes either exploratory and inferential records; a brand new bankruptcy on Variable choice (Lasso, SCAD and Elastic internet) has additionally been added. All chapters contain useful workouts that spotlight purposes in numerous multivariate facts research fields: in quantitative monetary stories, the place the joint dynamics of resources are saw; in medication, the place recorded observations of matters in several destinations shape the foundation for trustworthy diagnoses and drugs; and in quantitative advertising, the place shoppers’ personal tastes are accumulated for you to build versions of shopper behavior. All of those examples contain excessive to ultra-high dimensions and signify a few significant fields in massive information analysis.
The fourth variation of this ebook on utilized Multivariate Statistical research bargains the next new features:
A new bankruptcy on Variable choice (Lasso, SCAD and Elastic internet)
All workouts are supplemented via R and MATLAB code that may be stumbled on on www.quantlet.de.
The functional workouts contain suggestions that may be present in Härdle, W. and Hlavka, Z., Multivariate facts: workouts and recommendations. Springer Verlag, Heidelberg.
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