Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and Stan (ePub)

Name: Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and Stan
Brand: Elsevier Science & Techn.
SKU: 66453648
Price: 57.95 EUR
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(Sprache: Englisch)

Autoren: Franzi Korner-Nievergelt , Tobias Roth , Stefanie von Felten , mehr...

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Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and Stan, Franzi Korner-Nievergelt, Tobias Roth, Stefanie von Felten, Jérôme Guélat, Bettina Almasi, Pius Korner-Nievergelt

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Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides the theoretical background in an easy-to-understand approach, encouraging readers to...

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Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides the theoretical background in an easy-to-understand approach, encouraging readers to examine the processes that generated their data. Including discussions of model selection, model checking, and multi-model inference, the book also uses effect plots that allow a natural interpretation of data. Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN introduces Bayesian software, using R for the simple modes, and flexible Bayesian software (BUGS and Stan) for the more complicated ones. Guiding the ready from easy toward more complex (real) data analyses ina step-by-step manner, the book presents problems and solutions-including all R codes-that are most often applicable to other data and questions, making it an invaluable resource for analyzing a variety of data types.

Introduces Bayesian data analysis, allowing users to obtain uncertainty measurements easily for any derived parameter of interest
Written in a step-by-step approach that allows for eased understanding by non-statisticians
Includes a companion website containing R-code to help users conduct Bayesian data analyses on their own data
All example data as well as additional functions are provided in the R-package blmeco

Autoren-Porträt von Franzi Korner-Nievergelt, Tobias Roth, Stefanie von Felten, Jérôme Guélat, Bettina Almasi, Pius Korner-Nievergelt

Fränzi Korner-Nievergelt has been working as a statistical consultant since 2003. Dr. Korner-Nievergelt conducts research in ecology and ecological statistics at the Swiss Ornithological Institute and oikostat GmbH. Additionally, she provides data analyses for scientific projects in the public and private sector. A large part of her work involves teaching courses for scientists at scientific institutions and private organizations.

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Bibliographische Angaben

Autoren: Franzi Korner-Nievergelt , Tobias Roth , Stefanie von Felten , Jérôme Guélat , Bettina Almasi , Pius Korner-Nievergelt
2015, 328 Seiten, Englisch
Verlag: Elsevier Science & Techn.
ISBN-10: 0128016787
ISBN-13: 9780128016787
Erscheinungsdatum: 04.04.2015

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Größe: 9.60 MB
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"...an excellent statistical toolbox book that provides examples of ecological analyses that increase in complexity using frequentist and Bayesian methods...it will have a permanent place on many bookshelves, including mine..." --The Journal of Wildlife Management

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