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The Metropolis–Hastings algorithm involves designing a Markov process (by constructing transition probabilities) which fulfills the two above conditions, such that its stationary distribution <math>\pi(x)</math> is chosen to be <math>P(x)</math>. The derivation of the algorithm starts with the condition of detailed balance:
<math>P(x' | x)P(
which is re-written as
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