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Hidden Markov Models (HMMs) have become increasingly popular in recent years in a wide range of applications. Special subclasses of HMMs have been extensively studied in various contexts. In this work we give a necessary and sufficient condition for a partially exchangeable sequence to be a countable HMM, i.e. a countably valued HMM with countable state space Markov chain. More precisely we show that...
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