Introduction to WinBUGS for ecologists: Bayesian approach to regression, ANOVA, mixed models and related analyses
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Amsterdam
Elsevier
2010
|
| Ausgabe: | 1st ed |
| Schlagworte: | |
| Online-Zugang: | FAW01 FLA01 UBM01 URL des Erstveröffentlichers |
| Beschreibung: | Bayesian statistics has exploded into biology and its sub-disciplines such as ecology over the past decade. The free software program WinBUGS and its open-source sister OpenBugs is currently the only flexible and general-purpose program available with which the average ecologist can conduct their own standard and non-standard Bayesian statistics. Introduction to WINBUGS for Ecologists goes right to the heart of the matter by providing ecologists with a comprehensive, yet concise, guide to applying WinBUGS to the types of models that they use most often: linear (LM), generalized linear (GLM), linear mixed (LMM) and generalized linear mixed models (GLMM). Introduction to WinBUGS for Ecologists combines the use of simulated data sets "paired" analyses using WinBUGS (in a Bayesian framework for analysis) and in R (in a frequentist mode of inference) and uses a very detailed step-by-step tutorial presentation style that really lets the reader repeat every step of the application of a given mode in their own research. - Introduction to the essential theories of key models used by ecologists - Complete juxtaposition of classical analyses in R and Bayesian Analysis of the same models in WinBUGS - Provides every detail of R and WinBUGS code required to conduct all analyses - Written with ecological language and ecological examples - Companion Web Appendix that contains all code contained in the book, additional material (including more code and solutions to exercises) - Tutorial approach shows ecologists how to implement Bayesian analysis in practical problems that they face Includes bibliographical references and index |
| Beschreibung: | 1 Online-Ressource (1 online resource) |
| ISBN: | 9780123786050 0123786053 0123786061 9780123786067 1282755668 9781282755666 |
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Datensatz im Suchindex
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| author | Kéry, Manuel Marton Marc 1968- |
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| dewey-full | 577.01/5118 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 577 - Ecology |
| dewey-raw | 577.01/5118 |
| dewey-search | 577.01/5118 |
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| dewey-tens | 570 - Biology |
| discipline | Biologie |
| edition | 1st ed |
| format | Electronic eBook |
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| isbn | 9780123786050 0123786053 0123786061 9780123786067 1282755668 9781282755666 |
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| spelling | Kéry, Manuel Marton Marc 1968- Verfasser (DE-588)173499465 aut Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses Marc Kery 1st ed Amsterdam Elsevier 2010 1 Online-Ressource (1 online resource) txt rdacontent c rdamedia cr rdacarrier Bayesian statistics has exploded into biology and its sub-disciplines such as ecology over the past decade. The free software program WinBUGS and its open-source sister OpenBugs is currently the only flexible and general-purpose program available with which the average ecologist can conduct their own standard and non-standard Bayesian statistics. Introduction to WINBUGS for Ecologists goes right to the heart of the matter by providing ecologists with a comprehensive, yet concise, guide to applying WinBUGS to the types of models that they use most often: linear (LM), generalized linear (GLM), linear mixed (LMM) and generalized linear mixed models (GLMM). Introduction to WinBUGS for Ecologists combines the use of simulated data sets "paired" analyses using WinBUGS (in a Bayesian framework for analysis) and in R (in a frequentist mode of inference) and uses a very detailed step-by-step tutorial presentation style that really lets the reader repeat every step of the application of a given mode in their own research. - Introduction to the essential theories of key models used by ecologists - Complete juxtaposition of classical analyses in R and Bayesian Analysis of the same models in WinBUGS - Provides every detail of R and WinBUGS code required to conduct all analyses - Written with ecological language and ecological examples - Companion Web Appendix that contains all code contained in the book, additional material (including more code and solutions to exercises) - Tutorial approach shows ecologists how to implement Bayesian analysis in practical problems that they face Includes bibliographical references and index WinBUGS. SCIENCE / Environmental Science (see also Chemistry / Environmental) bisacsh NATURE / Ecosystems & Habitats / Wilderness bisacsh NATURE / Ecology bisacsh SCIENCE / Life Sciences / Ecology bisacsh Datenverarbeitung Ökologie Biometry Data processing Ökologie (DE-588)4043207-5 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Biometrie (DE-588)4124925-2 gnd rswk-swf Ökologie (DE-588)4043207-5 s Datenanalyse (DE-588)4123037-1 s Biometrie (DE-588)4124925-2 s 1\p DE-604 http://www.sciencedirect.com/science/book/9780123786050 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Kéry, Manuel Marton Marc 1968- Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses WinBUGS. SCIENCE / Environmental Science (see also Chemistry / Environmental) bisacsh NATURE / Ecosystems & Habitats / Wilderness bisacsh NATURE / Ecology bisacsh SCIENCE / Life Sciences / Ecology bisacsh Datenverarbeitung Ökologie Biometry Data processing Ökologie (DE-588)4043207-5 gnd Datenanalyse (DE-588)4123037-1 gnd Biometrie (DE-588)4124925-2 gnd |
| subject_GND | (DE-588)4043207-5 (DE-588)4123037-1 (DE-588)4124925-2 |
| title | Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses |
| title_auth | Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses |
| title_exact_search | Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses |
| title_full | Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses Marc Kery |
| title_fullStr | Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses Marc Kery |
| title_full_unstemmed | Introduction to WinBUGS for ecologists Bayesian approach to regression, ANOVA, mixed models and related analyses Marc Kery |
| title_short | Introduction to WinBUGS for ecologists |
| title_sort | introduction to winbugs for ecologists bayesian approach to regression anova mixed models and related analyses |
| title_sub | Bayesian approach to regression, ANOVA, mixed models and related analyses |
| topic | WinBUGS. SCIENCE / Environmental Science (see also Chemistry / Environmental) bisacsh NATURE / Ecosystems & Habitats / Wilderness bisacsh NATURE / Ecology bisacsh SCIENCE / Life Sciences / Ecology bisacsh Datenverarbeitung Ökologie Biometry Data processing Ökologie (DE-588)4043207-5 gnd Datenanalyse (DE-588)4123037-1 gnd Biometrie (DE-588)4124925-2 gnd |
| topic_facet | WinBUGS. SCIENCE / Environmental Science (see also Chemistry / Environmental) NATURE / Ecosystems & Habitats / Wilderness NATURE / Ecology SCIENCE / Life Sciences / Ecology Datenverarbeitung Ökologie Biometry Data processing Datenanalyse Biometrie |
| url | http://www.sciencedirect.com/science/book/9780123786050 |
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