Approximations to the MMI criterion and their effect on lattice-based MMI.

Although maximum mutual information (MMI) training has been used for hidden Markov model (HMM) parameter estimation for more than twenty years ([2], [8], [5], [9], and [14]), it has recently become an essential part of the acoustic modeling repertoire thanks to the refinements introduce