The LSD-DHMM overcomes the strong context independent assumption in traditional generative HMMs (GHMMs) and models the sequential data in a discriminative way, by assuming a novel mutual information independence.
the LSD-DHMM separately models the long state dependence in its state transition model and the observation dependence in its output model.