The second term in Equation 1is the pair-wise mutual information (PMI) between n S 1 and n O 1 .
in order to simplify the computation of this term, we assume a pair-wise mutual information independence (2): an individual state is only dependent on the observation sequence n O 1 and independent on other states in the state sequence n S 1 .