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I am looking about books on Markov chains, with recent findings such as autoregressive HMM, HMM with inputs, multiple HMM connected together.

Is there anything I can look at?

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Have you looked at these? stats.stackexchange.com/questions/3294/… – Amzoti Sep 14 '12 at 14:55
    

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