| Description |
1 online resource. |
| Series |
Wiley series in probability and statistics |
|
Wiley series in probability and statistics.
|
| Bibliography |
Includes bibliographical references and index. |
| Contents |
Introduction / Clair L. Alston [and others] -- Introduction to MCMC / Anthony N. Pettitt and Candice M. Hincksman -- Priors: silent or active partners of Bayesian inference? / Samantha Low Choy -- Bayesian analysis of the normal linear regression model / Christopher M. Strickland and Clair L. Alston -- Adapting ICU mortality models for local data: a Bayesian approach / Petra L. Graham, Kerrie L. Mengersen and David A. Cook -- A Bayesian regression model with variable selection for genome-wide association studies / Carla Chen [and others] -- Bayesian meta-analysis / Jegar O. Pitchforth and Kerrie L. Mengersen -- Bayesian mixed effects models / Clair L. Alston [and others] -- Ordering of hierarchies in hierarchical models: bone mineral density estimation / Cathal D. Walsh and Kerrie L. Mengersen -- Bayesian Weibull survival model for gene expression data / Sri Astuti Thamrin, James M. McGree and Kerrie L. Mengersen -- Bayesian change point detection in monitoring clinical outcomes / Hassan Assareh, Ian Smith and Kerrie L. Mengersen -- Bayesian splines / Samuel Clifford and Samantha Low Choy -- Disease mapping using Bayesian hierarchical models / Arul Earnest, Susanna M. Cramb and Nicole M. White -- Moisture, crops and salination: an analysis of a three-dimensional agricultural data set / Margaret Donald [and others] -- A Bayesian approach to multivariate state space modelling: a study of a Fama-French asset-pricing model with time-varying regressors / Christopher M. Strickland and Philip Gharghori -- Bayesian mixture models: when the thing you need to know is the thing you cannot measure / Clair L. Alston, Kerrie L. Mengersen and Graham E. Gardener -- Latent class models in medicine / Margaret Rolfe, Nicole M. White and Carla Chen -- Hidden Markov models for complex stochastic processes: a case study in electrophysiology / Nicole M. White [and others] -- Bayesian classification and regression trees / Rebecca A. O'Leary [and others] -- Tangled webs: using Bayesian networks in the fight against infection / Mary Waterhouse and Sandra Johnson -- Implementing adaptive dose finding studies using sequential Monte Carlo / James M. McGree, Christopher C. Drovandi and Anthony N. Pettitt -- Likelihood-free inference for transmission rates of nosocomial pathogens / Christopher C. Drovandi and Anthony N. Pettitt -- Variational Bayesian inference for mixture models / Clare A. McGrory -- Issues in designing hybrid algorithms / Jeong E. Lee, Kerrie L. Mengersen and Christian P. Robert -- A Python package for Bayesian estimation using Markov chain Monte Carlo / Christopher M. Strickland [and others]. |
| Summary |
"This book aims to present an introduction to Bayesian modelling and computation, by considering real case studies drawn from diverse fields spanning ecology, health, genetics and finance. Each chapter comprises a description of the problem, the corresponding model, the computational method, results and inferences as well as the issues that arise in the implementation of these approaches."--Publisher's website. |
| Subject |
Bayesian statistical decision theory.
|
|
Théorie de la décision bayésienne. |
|
Bayesian statistical decision theory |
| Added Author |
Alston, Clair.
|
|
Mengersen, Kerrie L.
|
|
Pettitt, Anthony (Anthony N.)
|
| Added Title |
Case studies in Bayesian statistical modeling and analysis |
| Other Form: |
Print version: Case studies in Bayesian statistical modelling and analysis 9781119941828 (DLC) 2012024683 |
| ISBN |
9781118394328 (ePub) |
|
1118394321 (ePub) |
|
9781118394489 (MobiPocket) |
|
1118394488 (MobiPocket) |
|
9781118394496 (Adobe PDF) |
|
1118394496 (Adobe PDF) |
|
1119941822 (hbk.) |
|
9781119941828 (hbk.) |
|
9781283656344 (MyiLibrary) |
|
1283656345 (MyiLibrary) |
|
9781118394472 |
|
111839447X |
|
(cloth) |
| Music No. |
EB00063480 Recorded Books |
|
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