Statistical Rethinking: A Bayesian Course With Examples in r and Stan [Audiobook] download free by Richard Mcelreath
- Listen audiobook: Statistical Rethinking: A Bayesian Course With Examples in r and Stan
- Author: Richard Mcelreath
- Release date: 2016/4/6
- Publisher: APPLE ACADEMIC PRESS INC.
- Language: English
- Genre or Collection: Business, Finance and Law
- ISBN: 9781482253443
- Rating: 8.27 of 10
- Votes: 383
- Review by: Gerald Huerta
- Review rating: 8.46 of 10
- Review Date: 2018/11/13
- Duration: 5H52M58S in 256 kbps (93.8 MB)
- Date of creation of the audiobook: 2018-07-17
- You can listen to this audiobook in formats: MPEG4, WMA, OGG, Vorbis, MP3, FLAC, WAV (compression ZIP, AZW, BZ2, RAR, TAR.GZ, LZ, ACE)
- Total pages original book: 469
- Includes a PDF summary of 47 pages
- Duration of the summary (audio): 36M17S (9.4 MB)
- Description or summary of the audiobook: Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers' knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today's model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work.The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation.By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web ResourceThe book is accompanied by an R package (rethinking) that is available on the author's website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
- Other categories, genre or collection: Probability & Statistics, Economic Statistics, Psychological Methodology, Econometrics
- Download servers: MEGA, ADrive, 4Shared, BitShare, Hotfile, TinyUpload.com. Compressed in ZIP, AZW, BZ2, RAR, TAR.GZ, LZ, ACE
- Format: Hardback
- Approximate value: 141.79 USD
- Dimensions: 178x254x25.4mm
- Weight: 1,197g
- Printed by: Not Available
- Published in: Oakville, Canada
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