By Wolfgang Karl Härdle,Léopold Simar
Focusing on high-dimensional purposes, this 4th variation offers the instruments and ideas utilized in multivariate info research in a mode that also is available for non-mathematicians and practitioners. It surveys the fundamental rules 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 comprise functional workouts that spotlight functions in several multivariate info research fields: in quantitative monetary stories, the place the joint dynamics of resources are saw; in medication, the place recorded observations of topics in several destinations shape the foundation for trustworthy diagnoses and drugs; and in quantitative advertising and marketing, the place shoppers’ personal tastes are accumulated so one can build types of buyer behavior. All of those examples contain excessive to ultra-high dimensions and symbolize a few significant fields in large information analysis.
The fourth version of this ebook on utilized Multivariate Statistical research bargains the subsequent 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 came across on www.quantlet.de.
The useful routines comprise recommendations that may be present in Härdle, W. and Hlavka, Z., Multivariate facts: workouts and suggestions. Springer Verlag, Heidelberg.
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Additional info for Applied Multivariate Statistical Analysis
Applied Multivariate Statistical Analysis by Wolfgang Karl Härdle,Léopold Simar