• why maximum likelihood is insufficient and motivation for discriminative training

• Maximum Mutual Information (MMI) estimation of HMM parameters -- theory and practice

• Minimum Classification Error (MCE) estimation criterion -- theory and implementation

• performance and issues regarding discriminative training

• conclusions