The Markov property and the Chapman-Kolmogorov equation give
For each intermediate state, one first uses the next-step transition probability and then the following one; the sampled history adds no information once is known. Thus is a homogeneous Markov chain with transition matrix and initial law . In particular,
If zero is not a state of , this probability is zero.

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