MECHANICAL LEARNING DEVICE, MECHANICAL LEARNING METHOD, AND PROGRAM

摘要

PROBLEM TO BE SOLVED: To provide a mechanical learning device, a mechanical learning method, and program, capable of reducing TEMA for collecting teacher data in a user, while improving the accuracy of processing using mechanical learning with a teacher.SOLUTION: A mechanical learning device 100 includes: a feature calculating portion 11 which converts teacher data to which any of binary is attached as a label, into first numerical data; an SVM learning portion 21 which learns a determination reference of the label by using an SVM, and produces a learning model indicating a learning result, on the basis of the first numerical data; am SOM self-organization map learning portion 22 which projects the first numerical data on a two-dimensional map composed of matrix-shaped sections and representative data belonging to each section by self-organization map processing, and makes the two or more first numerical data close to each other belong to the adjacent sections; an SVM classifying portion 25 which classifies the sections and the representative data of the two-dimensional map by using the learning model; and a two-dimensionally converting portion 31 which produces a two-dimensional learning model indicating a result of the classification.