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conditional probability can be simplified to: P(Sik | Sik-1) The same principle can be applied recursively to the remaining states until we get the product of the conditional probabilities for each state given its predecessor: P(Sik | Sik-1)P(Sik-1 | Sik-2)…P(Si2 | Si1)P(Si1) This is the Markov