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Adrian Raftery, Simon Tavare, Estimation and Modelling Repeated Patterns in High Order Markov Chains with the Mixture Transition Distribution Model, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 43, No. 1 (1994), pp. 179-199
Raftery et al. (Sat,) studied this question.