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The BUGS Book: A Practical Introduction to Bayesian Analysis (Chapman & Hall/CRC Texts in Statistical Science) - Softcover
Inhaltsangabe
Bayesian statistical methods have become widely used for data analysis and modelling in recent years, and the BUGS software has become the most popular software for Bayesian analysis worldwide. Authored by the team that originally developed this software, The BUGS Book provides a practical introduction to this program and its use. The text presents complete coverage of all the functionalities of BUGS, including prediction, missing data, model criticism, and prior sensitivity. It also features a large number of worked examples and a wide range of applications from various disciplines.
The book introduces regression models, techniques for criticism and comparison, and a wide range of modelling issues before going into the vital area of hierarchical models, one of the most common applications of Bayesian methods. It deals with essentials of modelling without getting bogged down in complexity. The book emphasises model criticism, model comparison, sensitivity analysis to alternative priors, and thoughtful choice of prior distributions―all those aspects of the "art" of modelling that are easily overlooked in more theoretical expositions.
More pragmatic than ideological, the authors systematically work through the large range of "tricks" that reveal the real power of the BUGS software, for example, dealing with missing data, censoring, grouped data, prediction, ranking, parameter constraints, and so on. Many of the examples are biostatistical, but they do not require domain knowledge and are generalisable to a wide range of other application areas.
Full code and data for examples, exercises, and some solutions can be found on the book’s website.
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Über die Autorin bzw. den Autor
David Lunn, Chris Jackson, Nicky Best, Andrew Thomas, David Spiegelhalter
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- VerlagRoutledge
- Erscheinungsdatum2012
- ISBN 10 1584888490
- ISBN 13 9781584888499
- EinbandTapa blanda
- SpracheEnglisch
- Auflage1
- Anzahl der Seiten400
- Kontakt zum HerstellerNicht verfügbar
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Texts in Statistical Science: The BUGS Book: A Practical Introduction to Bayesian Analysis
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The BUGS Book (Chapman & Hall/CRC Texts in Statistical Science)
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The BUGs Book: A Practical Introduction to Bayesian Analysis (Texts in Statistical Science)
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The bugs book : A practical introduction to bayesian analysis- - David Lunn
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The BUGS Book
Verlag:
Taylor & Francis Inc Okt 2012, 2012
ISBN 10: 1584888490
ISBN 13: 9781584888499
Neu
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Taschenbuch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Bayesian statistical methods have become widely used for data analysis and modelling in recent years, and the BUGS software has become the most popular software for Bayesian analysis worldwide. Authored by the team that originally developed this software, The BUGS Book provides a practical introduction to this program and its use. The text presents complete coverage of all the functionalities of BUGS, including prediction, missing data, model criticism, and prior sensitivity. It also features a large number of worked examples and a wide range of applications from various disciplines.The book introduces regression models, techniques for criticism and comparison, and a wide range of modelling issues before going into the vital area of hierarchical models, one of the most common applications of Bayesian methods. It deals with essentials of modelling without getting bogged down in complexity. The book emphasises model criticism, model comparison, sensitivity analysis to alternative priors, and thoughtful choice of prior distributions-all those aspects of the 'art' of modelling that are easily overlooked in more theoretical expositions. More pragmatic than ideological, the authors systematically work through the large range of 'tricks' that reveal the real power of the BUGS software, for example, dealing with missing data, censoring, grouped data, prediction, ranking, parameter constraints, and so on. Many of the examples are biostatistical, but they do not require domain knowledge and are generalisable to a wide range of other application areas. Full code and data for examples, exercises, and some solutions can be found on the book's website. 400 pp. Englisch. Bestandsnummer des Verkäufers 9781584888499
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The BUGS Book: A Practical Introduction to Bayesian Analysis
Verlag:
Taylor & Francis Inc, 2012
ISBN 10: 1584888490
ISBN 13: 9781584888499
Neu
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