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Bayesian Methods: A Social and Behavioral Sciences Approach, Second Edition (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences) - Tapa dura

Gill, Jeff

 
9781584885627: Bayesian Methods: A Social and Behavioral Sciences Approach, Second Edition (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences)
Tapa dura
ISBN 10: 1584885629 ISBN 13: 9781584885627
Editorial: Chapman and Hall/CRC, 2007

Sinopsis

The first edition of Bayesian Methods: A Social and Behavioral Sciences Approach helped pave the way for Bayesian approaches to become more prominent in social science methodology. While the focus remains on practical modeling and basic theory as well as on intuitive explanations and derivations without skipping steps, this second edition incorporates the latest methodology and recent changes in software offerings.

New to the Second Edition

  • Two chapters on Markov chain Monte Carlo (MCMC) that cover ergodicity, convergence, mixing, simulated annealing, reversible jump MCMC, and coupling
  • Expanded coverage of Bayesian linear and hierarchical models
  • More technical and philosophical details on prior distributions
  • A dedicated R package (BaM) with data and code for the examples as well as a set of functions for practical purposes such as calculating highest posterior density (HPD) intervals

    Requiring only a basic working knowledge of linear algebra and calculus, this text is one of the few to offer a graduate-level introduction to Bayesian statistics for social scientists. It first introduces Bayesian statistics and inference, before moving on to assess model quality and fit. Subsequent chapters examine hierarchical models within a Bayesian context and explore MCMC techniques and other numerical methods. Concentrating on practical computing issues, the author includes specific details for Bayesian model building and testing and uses the R and BUGS software for examples and exercises.

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    Acerca del autor

    Jeff Gill, University of California - Davis, USA, DAVIS CA, U.S.A

    "Sobre este título" puede pertenecer a otra edición de este libro.

    Editorial
    Chapman and Hall/CRC
    Año de publicación
    2007
    Idioma
    Inglés
    ISBN 10 
    1584885629
    ISBN 13 
    9781584885627
    Encuadernación
    Tapa dura
    Número de edición
    2
    Número de páginas
    752
    Contacto del fabricante
    no disponible
    Persona responsable
    no disponible