criteria for the discriminative training of HMM systems. The MPE/MWE criteria are smoothed
approximations to the phone or word error rate respectively. We also discuss I-smoothing
which is a novel technique for smoothing discriminative training criteria using statistics for
maximum likelihood estimation (MLE). Experiments have been performed on the
Switchboard/Call Home corpora of telephone conversations with up to 265 hours of training …