Publication: IEICE TRANSACTIONS on Information and Systems Publication Date: 2017/04/01 Vol. E100-DNo. 4pp. 768-775 Type of Manuscript: Special Section PAPER (Special Section on Data Engineering and Information Management) Category: Keyword: student performance, hints, matrix factorization, non-negative matrix factorization, RSNMF,