It also shows that our LSD-DHMM much outperforms other DHMMs due to the modeling of the long state dependence using the variable-length mutual information-based modeling approach in the LSD-DHMM.
the output model of a LSD-DHMM overcomes the strong context independent assumption in the GHMM and becomes observation context dependent.