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Bayesian data analysis in ecology using linear models with R, Bugs, and Stan
ISBN: 9780128013700 ;ISBN: 0128013702 ;ISBN: 0128016787 ;ISBN: 9780128016787 ;EISBN: 0128016787 ;EISBN: 9780128016787 ;DOI: 10.1016/C2013-0-23227-X ;OCLC: 906699032
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Title:
Bayesian data analysis in ecology using linear models with R, Bugs, and Stan
Author:
Korner-Nievergelt, Fränzi
;
von Felten, Stefanie
;
Roth, Tobias
;
Almasi, Bettina
;
Guélat, Jérôme
;
Korner-Nievergelt, Pius
Subjects:
Bayesian statistical decision theory
;
Bayesian theory
;
Ecology
;
linear models
;
Linear models (Statistics)
;
R (Computer program language)
;
Statistical methods
Description:
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.
Publisher:
San Diego: Elsevier Science
Creation Date:
2015
Format:
316
Language:
English
Identifier:
ISBN: 9780128013700
ISBN: 0128013702
ISBN: 0128016787
ISBN: 9780128016787
EISBN: 0128016787
EISBN: 9780128016787
DOI: 10.1016/C2013-0-23227-X
OCLC: 906699032
Source:
Ebook Central Academic Complete
ScholarVox International
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