Basic elements of computational statistics /

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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 s...

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Bibliographic Details
Main Authors: Hardle, Wolfgang Karl, Okhrin, Ostap (Author), Okhrin, Yarema (Author)
Format: Printed Book
Language:English
Published: Switzerland : Springer, 2017
Edition:1st ed.
Series:Statistics and Computing,
Subjects:
Biostatistics.
Mathematical statistics.
Statistics.
Statistics and Computing/Statistics Programs.
Probability and Statistics in Computer Science.
Statistical Theory and Methods.
Statistics for Business, Management, Economics, Finance, Insurance.
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
Table of Contents:
  • 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.

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