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Computational statistics. 2nd ed. (English) Zbl 1267.62003

WileySeries in Computational Statistics. Hoboken, NJ: John Wiley & Sons (ISBN 978-0-470-53331-4/hbk; 978-1-118-55555-2/ebook). xviii, 469 p. (2013).
Publisher’s description: This new edition continues to serve as a comprehensive guide to modern and classical methods of statistical computing. The book is comprised of four main parts spanning the field:
\(\bullet\) Optimization;
\(\bullet\) Integration and Simulation;
\(\bullet\) Bootstrapping;
\(\bullet\) Density Estimation and Smoothing.
The new edition includes updated coverage and existing topics as well as new topics such as adaptive MCMC and bootstrapping for correlated data. The book website now includes comprehensive R code for the entire book. There are extensive exercises, real examples, and helpful insights about how to use the methods in practice.
See the review of the first edition, Zbl 1079.62001.

MSC:

62-01 Introductory exposition (textbooks, tutorial papers, etc.) pertaining to statistics
62-04 Software, source code, etc. for problems pertaining to statistics
62-08 Computational methods for problems pertaining to statistics
60J22 Computational methods in Markov chains
62Pxx Applications of statistics

Citations:

Zbl 1079.62001

Software:

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