Publication: IEICE TRANSACTIONS on Information and Systems Publication Date: 2018/09/01 Vol. E101-DNo. 9pp. 2346-2355 Type of Manuscript: PAPER Category: Artificial Intelligence, Data Mining Keyword: reinforcement learning, natural policy gradient, adaptive step size,