The BUGS Book: A Practical Introduction to Bayesian Analysis

David Lunn

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Idioma: inglés

Editorial: CRC Press LLC, 2012

1584888490 / 9781584888499

Serie: Libro 25 de 126 - Chapman & Hall/CRC Texts in Statistical Science

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Librería: World of Books Inc, Montgomery, IL, Estados Unidos de AmericaWorld of Books Inc

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Descripción del artículo del vendedor

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.…

N° de ref. del artículo CIN1584888490G

Título
The BUGS Book: A Practical Introduction to Bayesian Analysis
Autor
David Lunn
Editorial
CRC Press LLC
Año de publicación
2012
Estado
Good
Encuadernación
Paperback
Idioma
inglés
ISBN 10
1584888490
ISBN 13
9781584888499
Serie
Libro 25 de 126: Chapman & Hall/CRC Texts in Statistical Science

World of Books Inc

Montgomery, IL, Estados Unidos de America

Vendedor de 4 estrellas

Vendedor de IberLibro desde 23 de marzo de 2026

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