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Testing Markov Chain Monte Carlo Methods
The projects I was involved in this year all used Markov Chain Monte Carlo (MCMC) methods for inference. MCMC methods are nice because they are so widely applicable. However, I often find them much harder to debug than variational methods. When coding up a new MCMC algorithm I use the following "procedure" to debug my code: Fix p…