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Answers for “MCMC 中独立采样和依赖采样的区别是什么?”

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The detailed balance condition requires that for any two states xx and yy, the probability flow from xx to yy exactly equals the flow from yy to xx. This bidirectional equilibrium guarantees that the target distribution is stationary for the Markov chain.

Conditions: Must hold for all pairs of states xx and yy in the state space.; P(x)P(x) and P(y)P(y) are probabilities under the target distribution.; T(y∣x)T(y|x) and T(x∣y)T(x|y) are transition probabilities.