to claim 2, wherein said transformation parameter memory means includes means for storing, for each of the categories, a parameter set including parameters ?? and ?? for defining the distribution of similarity values correctly recognized in the recognition processing derived in advance from the training similarity value data, parameters ?? and ?? for defining the distribution of similarity values