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Handbook of Statistics: Bayesian Thinking, Modeling and Computation Book

Handbook of Statistics: Bayesian Thinking, Modeling and Computation
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Digital Copy
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  • Handbook of Statistics: Bayesian Thinking, Modeling and Computation
  • Written by author Elsevier Science
  • Published by Elsevier Science, December 2005
  • This volume describes how to develop Bayesian thinking, modelling and computation both from philosophical, methodological and application point of view. It further describes parametric and nonparametric Bayesian methods for modelling and how to use modern
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Book Categories

Authors

Ch. 1Bayesian inference for causal effects1
Ch. 2Reference analysis17
Ch. 3Probability matching priors91
Ch. 4Model selection and hypothesis testing based on objective probabilities and Bayes factors115
Ch. 5Role of P-values and other measures of evidence in Bayesian analysis151
Ch. 6Bayesian model checking and model diagnostics171
Ch. 7The elimination of nuisance parameters193
Ch. 8Bayesian estimation of multivariate location parameters221
Ch. 9Bayesian nonparametric modeling and data analysis : an introduction245
Ch. 10Some Bayesian nonparametric models279
Ch. 11Bayesian modeling in the wavelet domain315
Ch. 12Bayesian nonparametric inference339
Ch. 13Bayesian methods for function estimation373
Ch. 14MCMC methods to estimate Bayesian parametric models415
Ch. 15Bayesian computation : from posterior densities to Bayes factors, marginal likelihoods, and posterior model probabilities437
Ch. 16Bayesian modelling and inference on mixtures of distributions459
Ch. 17Simulation based optimal design509
Ch. 18Variable selection and covariance selection in multivariate regression models519
Ch. 19Dynamic models553
Ch. 20Bayesian thinking in spatial statistics589
Ch. 21Robust Bayesian analysis623
Ch. 22Elliptical measurement error models - a Bayesian approach669
Ch. 23Bayesian sensitivity analysis in skew-elliptical models689
Ch. 24Bayesian methods for DNA microarray data analysis713
Ch. 25Bayesian biostatistics743
Ch. 26Innovative Bayesian methods for biostatistics and epidemiology763
Ch. 27Bayesian analysis of case-control studies793
Ch. 28Bayesian analysis of ROC data821
Ch. 29Modeling and analysis for categorical response data835
Ch. 30Bayesian methods and simulation-based computation for contingency tables869
Ch. 31Multiple events time data : a Bayesian recourse891
Ch. 32Bayesian survival analysis for discrete data with left-truncation and interval censoring907
Ch. 33Software reliability929
Ch. 34Bayesian aspects of small area estimation965
Ch. 35Teaching Bayesian thought to nonstatisticians983


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