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A stochastic model describing a sequence of possible events in which the probability of each event depends only on the state attained in the previous event.
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Haskell markov text generator
First of all, it seems like you never change the MarkovMap in your States. So, why don't you take it out of MarkovState and change the type of, say, transition, to MarkovMap -> State MarkovState Char? …