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Likelihood, Bayesian, and MCMC Methods in Quantitative Genetics

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Cover of 'Likelihood, Bayesian, and MCMC Methods in Quantitative Genetics'

Table of Contents

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    Book Overview
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    Chapter 1 Uncertainty, Random Variables, and Probability Distributions
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    Chapter 2 Uncertainty about Functions of Random Variables
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    Chapter 3 An Introduction to Likelihood Inference
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    Chapter 4 Further Topics in Likelihood Inference
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    Chapter 5 An Introduction to Bayesian Inference
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    Chapter 6 Bayesian Analysis of Linear Models
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    Chapter 7 The Prior Distribution and Bayesian Analysis
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    Chapter 8 Bayesian Assessment of Hypotheses and Models
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    Chapter 9 Approximate Inference Via the EM Algorithm
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    Chapter 10 An Overview of Discrete Markov Chains
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    Chapter 11 Markov Chain Monte Carlo
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    Chapter 12 Implementation and Analysis of MCMC Samples
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    Chapter 13 Gaussian and Thick-Tailed Linear Models
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    Chapter 14 Threshold Models for Categorical Responses
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    Chapter 15 Bayesian Analysis of Longitudinal Data
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    Chapter 16 Introduction to Segregation and Quantitative Trait Loci Analysis
Attention for Chapter 9: Approximate Inference Via the EM Algorithm
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