Basic Elements of Computational Statistics

• Main Authors: Härdle, Wolfgang Karl (Author), Okhrin, Ostap (Author), Okhrin, Yarema (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Series: Statistics and Computing,
• Subjects: Statistics.; Mathematical statistics.; Biostatistics.; Statistics and Computing/Statistics Programs.; Statistical Theory and Methods.; Probability and Statistics in Computer Science.; Statistics for Business/Economics/Mathematical Finance/Insurance.; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.

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...

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.