Basic Elements of Computational Statistics. 1st ed. 2017

種類:

電子ブック

責任表示:

by Wolfgang Karl Härdle, Ostap Okhrin, Yarema Okhrin

出版情報:

Cham : Springer International Publishing : Imprint: Springer, 2017

著者名:

• Härdle, Wolfgang Karl.
• Okhrin, Ostap.
• Okhrin, Yarema.
• SpringerLink (Online service)

シリーズ名:

Statistics and Computing ;

ISBN:

9783319553368 [3319553364]    

注記:

The Basics of R -- Numerical Techniques -- Combinatorics and Discrete Distributions -- Univariate Distributions -- Univariate Statistical Analysis -- Basic Nonparametric Methods -- Multivariate Distributions -- Multivariate Statistical Analysis -- Random Numbers in R -- Advanced Graphical Techniques in R -- Symbols and Notations.
This textbook on computational statistics presents tools and concepts of univariate and multivariate statistical data analysis with a strong focus on applications and implementations in the statistical software R. It covers mathematical, statistical as well as programming problems in computational statistics and contains a wide variety of practical examples. In addition to the numerous R sniplets presented in the text, all computer programs (quantlets) and data sets to the book are available on GitHub and referred to in the book. This enables the reader to fully reproduce as well as modify and adjust all examples to their needs. The book is intended for advanced undergraduate and first-year graduate students as well as for data analysts new to the job who would like a tour of the various statistical tools in a data analysis workshop. The experienced reader with a good knowledge of statistics and programming might skip some sections on univariate models and enjoy the various mathematical roots of multivariate

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