Recently, there is a growing trend of recognizing a Gaussian distribution type Hidden Markov Model (HMM) speech signal pattern recognition apparatus based on the training according to the Minimum Classification Error/Generalized Probabilistic Descent method as a method for achieving a high-accuracy speech recognition (See, for example, W. Chou, B. H. Juang, and C. H. Lee, Segmental GPD training o