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Bayesian Thinking, Modeling and Computation
Bayesian Thinking, Modeling and Computation

Bayesian Thinking, Modeling and Computation

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1,062 pages
language
English
format
PDF
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Bayesian Thinking, Modeling and Computation

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About This Book

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 computational methods to summarize inferences using simulation. The book covers wide range of topics including objective and subjective Bayesian inferences with a variety of applications in modelling categorical, survival, spatial, spatiotemporal, Epidemiological, software reliability, small area and micro array data. The book concludes with a chapter on how to teach Bayesian thoughts to nonstatisticians.

  • Critical thinking on causal effects
  • Objective Bayesian philosophy
  • Nonparametric Bayesian methodology
  • Simulation based computing techniques
  • Bioinformatics and Biostatistics
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Information

Publisher
Elsevier Science
Year
2005
ISBN
9780080461175
Topic
Mathematics
Subtopic
Probability & Statistics

Table of contents