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Bayesian data analysis in ecology us...

Korner-Nievergelt, Franzi.

Bayesian data analysis in ecology using linear models withR, Bugs, and Stan[electronic resource] /

紀錄類型:	書目-電子資源 : Monograph/item
杜威分類號:	577.01519542
書名/作者:	Bayesian data analysis in ecology using linear models withR, Bugs, and Stan/ Franzi Korner-Nievergelt ... [et al.]
其他作者:	Korner-Nievergelt, Franzi.
出版者:	Amsterdam ; : Academic Press,, 2015.
面頁冊數:	1 online resource (xii, 316 p.) : : ill.
標題:	Ecology - Research
標題:	Bayesian statistical decision theory.
標題:	Linear models (Statistics)
標題:	R (Computer program language)
標題:	Bayes Theorem.
標題:	Linear Models.
ISBN:	9780128013700 (electronic bk.)
ISBN:	0128013702 (electronic bk.)
書目註:	Includes bibliographical references (p. 297-307) and index.
摘要、提要註:	Bayesian Data Analysis in Ecology Using Linear Models withR, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides thetheoretical 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.
電子資源:	click for full text

Bayesian data analysis in ecology using linear models withR, Bugs, and Stan[electronic resource] /
Bayesian data analysis in ecology using linear models withR, Bugs, and Stan[electronic resource] /Franzi Korner-Nievergelt ... [et al.] - Amsterdam ;Academic Press,2015. - 1 online resource (xii, 316 p.) :ill.

Includes bibliographical references (p. 297-307) and index.

Bayesian Data Analysis in Ecology Using Linear Models withR, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides thetheoretical 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.

ISBN: 9780128013700 (electronic bk.)

LCCN: 2014957273Subjects--Topical Terms:

659147
Ecology
--Research

LC Class. No.: QH541.15.S72 / K67 2015

Dewey Class. No.: 577.01519542

Bayesian data analysis in ecology using linear models withR, Bugs, and Stan[electronic resource] /
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245 0 0 $a Bayesian data analysis in ecology using linear models withR, Bugs, and Stan $h [electronic resource] / $c Franzi Korner-Nievergelt ... [et al.]
260 $a Amsterdam ; $a Boston : $b Academic Press, $c 2015.
300 $a 1 online resource (xii, 316 p.) : $b ill.
504 $a Includes bibliographical references (p. 297-307) and index.
520 $a Bayesian Data Analysis in Ecology Using Linear Models withR, BUGS, and STAN examines the Bayesian and frequentist methods of conducting data analyses. The book provides thetheoretical 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.
650 0 $a Ecology $x Research $x Statistical methods. $3 659147
650 0 $a Bayesian statistical decision theory. $3 367145
650 0 $a Linear models (Statistics) $3 224081
650 0 $a R (Computer program language) $3 465792
650 2 $a Bayes Theorem. $3 558561
650 2 $a Linear Models. $3 515554
700 1 $a Korner-Nievergelt, Franzi. $3 659146
856 4 0 $u http://www.sciencedirect.com/science/book/9780128013700 $z click for full text

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