1C2-1 正例および負例の集合を考慮した科目分類支援システムの提案と経験強化型学習との融合(学習システム)

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  • 1C2-1 Proposal of the Active Course Classification Support System with Positive and Negative Examples and Combining with Exploitation-oriented Learning

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The National Institution for Academic Degrees and University Evaluation is engaged in awarding academic degrees based on the accumulation of academic course credits. As a part of degree awarding process, these course credit must be classified for designated disciplinary fields according to pre-determined criteria. The course classification process is carried out based on careful reading of course syllabuses by subcommittee members of the institution who are well versed in the disciplinary field. So far we have developed Active Course Classification Support system (ACCS) that was aimed to support the subcommittee members in course classification process. Recently, we have introduced a learning mechanism of Exploitation-oriented Learning (XoL) into ACCS. In this paper, we improve the classification ability of ACCS combined with XoL by generating appropriate sets of positive and negative examples. We show a numerical example to clarify the effectiveness of improvement.

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