or probability transforming means for transforming at least one of the similarity values calculated by said similarity calculating means into a posterior probability, wherein said posterior probability transforming means includes: transformation parameter memory means for storing, for each of the categories, a parameter set including parameters for defining a distribution of similarity values corr