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Re:Information Theory, Inference, and Learning Algorithms (f... by npk on Wednesday September 30, 2009 @09:28PM (#854129)
If you want to learn how to implement MCMC I recommend:

Bayesian Logical Analysis Physical Sciences by Gregory

Gregory's book explains a lot more of the engineering (autocorrelations, step size jumping, etc..). Even better, it discusses how to perform model selection using a clever annealing technique. Though model selection may not be of interest to you.

ps - MacKay's book is my nightly reading, so I'm not dissing MacKay :)

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