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What is Gibbs sampling?

What is Gibbs sampling? Here are some definitions.

Noun
  1. (statistics) A Markov chain Monte Carlo algorithm for obtaining a sequence of observations which are approximated from a specified multivariate probability distribution, when direct sampling is difficult.
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