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Hidden Markov model (HMM) has been found useful in modeling complex time series in various applications. An appropriate distance measure between two HMMs is of theoretical interests and it is also important in HMM-based applications. Kullback–Leibler (KL) and modified KL are usually used as distance measures between two HMMs. However, these measures do not satisfy the necessary properties of a distance...
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