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Basic elements of computational statistics

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Basic elements of computational statistics/ by Wolfgang Karl Hardle, Ostap Okhrin, Yarema Okhrin.
Author:	Hardle, Wolfgang Karl.
other author:	Okhrin, Ostap.
Published:	Cham :Springer International Publishing : : 2017.,
Description:	xxi, 305 p. :ill. (some col.), digital ; : 24 cm.;
Contained By:	Springer eBooks
Subject:	Mathematical statistics - Data processing. -
Online resource:	http://dx.doi.org/10.1007/978-3-319-55336-8
ISBN:	9783319553368

Basic elements of computational statistics
Hardle, Wolfgang Karl.

Basic elements of computational statistics[electronic resource] /by Wolfgang Karl Hardle, Ostap Okhrin, Yarema Okhrin. - Cham :Springer International Publishing :2017. - xxi, 305 p. :ill. (some col.), digital ;24 cm. - Statistics and computing,1431-8784. - Statistics and computing..

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 techniques. The Quantlet platform quantlet.de, quantlet.com, quantlet.org is an integrated QuantNet environment consisting of different types of statistics-related documents and program codes. Its goal is to promote reproducibility and offer a platform for sharing validated knowledge native to the social web. QuantNet and the corresponding Data-Driven Documents-based visualization allows readers to reproduce the tables, pictures and calculations inside this Springer book.

ISBN: 9783319553368

Standard No.: 10.1007/978-3-319-55336-8doiSubjects--Topical Terms:

558446
Mathematical statistics
--Data processing.

LC Class. No.: QA276.4

Dewey Class. No.: 519.50285

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