Computer intensive methods in statistics / Silvelyn Zwanzig and Behrang Mahjani.
Material type:
TextPublisher: Boca Raton, Florida : CRC Press, 2020Description: xiii, 212 pages : illustrations ; 24 cmContent type: - text
- unmediated
- volume
- 9780367194239
- 519.50285 Z9c 23
- QA276.4 .Z93 2020
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Main Library | Circulation Section | CIR 519.50285 Z9c 2020 (Browse shelf(Opens below)) | 1-6 | Available | 025279 | ||
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Main Library | Circulation Section | CIR 519.50285 Z9c 2020 (Browse shelf(Opens below)) | 6-6 | Available | 030682 |
Includes bibliographical references and index.
Random variable generation -- Monte Carlo methods -- Bootstrap -- Simulation based methods -- Density estimation -- Nonparametric regression.
"This book gives an overview of statistical methods that have been developed during the last years due to increasing computer use, including random number generators, Monte Carlo methods, Markov Chain Monte Carlo (MCMC) methods, Bootstrap, EM algorithms, SIMEX, variable selection, density estimators, kernel estimators, orthogonal and local polynomial estimators, wavelet estimators, splines, and model assessment. It is written for students at Master's and PhD level"-- Provided by publisher.
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