1 Table of Contents: “... and Metropolis-Hastings algorithms -- Linear and generalized linear mixed effects models -- Latent variable...”

2 Table of Contents: “... Monte Carlo Optimization -- 6 The Metropolis-Hastings Algorithm -- 7 The Gibbs Sampler -- 8 Diagnosing...”

3 Table of Contents: “... Carlo Variance -- 5 Monte Carlo Optimization -- 6 Markov Chains -- 7 The Metropolis—Hastings Algorithm...”

4 “... algorithms, and Markov chain Monte Carlo (MCMC) methods such as the Metropolis algorithm, Metropolis-Hastings...”

5 “... explains the HMC algorithm, Gibbs sampling algorithm and Metropolis-Hastings algorithm, discussing...”

6 “... Carlo (MCMC) methods—including the Gibbs sampler and the Metropolis-Hastings algorithm...”

7 Table of Contents: “...F.2 Detailed balance in the Metropolis Hastings algorithm. -- F.3 Detailed balance in the Hybrid...”

8 Table of Contents: “... Relationship for Minimum-phase Causal Filters -- X. Convergence of the Metropolis-Hastings Algorithm -- Y...”

9

10 “... methods, such as the Metropolis-Hastings algorithm of the Gibbs sampler. These algorithms target the exact...”

11 Table of Contents: “...1 Markov Chain Monte Carlo Methods -- 1.1 Motivations -- 1.2 Metropolis-Hastings algorithms -- 1.3...”

12 Table of Contents: “... sampling algorithm -- Metropolis-Hastings algorithm -- Illustration of MCMC algorithms -- Summary -- Part 3...”

13 Table of Contents: “... example -- 9.6. The Metropolis-Hastings algorithm -- 9.6.1. Finding an invariant distribution -- 9.6.2...”

14 Table of Contents: “...; 3.3.2 Rules for constructing full conditional distributions; 3.3.3 Metropolis-Hastings algorithm; 3.4...”

15 Table of Contents: “... Models -- 22 An Enhanced Metropolis-Hastings Algorithm Based on Gaussian Processes -- 23 The Challenge...”

16 Table of Contents: “... Chain Monte-Carlo -- General idea of the method -- The Metropolis-Hastings algorithm -- MCMC...”

17 Table of Contents: “... -- Exercises -- 2 Markov Chain Monte Carlo Sampling -- 2.1 Gibbs Sampler -- 2.2 Metropolis-Hastings Algorithm...”

18 Table of Contents: “... Classification Algorithm -- Self-Organising Maps for Classification with Metropolis-Hastings Algorithm...”

19 Table of Contents: “... Fields; 2.6 Markov Chain Monte Carlo; 2.6.1 Metropolis-Hastings algorithms; 2.6.2 Gibbs Sampler; 2.6.3...”

20 Table of Contents: “...Inference of Gene Regulatory Network by Bayesian Network Using Metropolis-Hastings Algorithm -- A...”