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POPL-examplesfinal

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Overdue by 7 year(s)
Due by July 9, 2018
Last updated Jan 25, 2019

Examples:

  • variational inference via (reverse-mode AD on a subset of Metaprob) applied to (Bayesian linear regression, with a naive mean field variational approximation)
  • importance resampling, single-site "lightweight" MH, and rejection sampling, on the toy Gaussian example
  • hmm forward filtering w/ backward sampling, maybe on a real dataset from Marco's incremental inference paper
  • sequential Monte Carlo filtering, given a sequence of addresses, applied to the same HMM example *** VKM can help define and formulate
  • using MH inference to infer the posterior distribution on accepted particles and rejected particles in the toy Gaussian example *** VKM can help formulate
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