sentence1: using the expectation maximization algorithm with viterbi decoding , we adopt the iterative parameter estimation procedure to solve the maximum likelihood estimation problem .
sentence2: as there is no closed form solution for the maximum likelihood estimate , we resort to iterative training via the em algorithm .