論文

• 石畠正和, 亀谷由隆, 佐藤泰介, 湊 真一. BDD上の命題化計算に基づくEMアルゴリズム, 人工知能学会論文誌, 社団法人 人工知能学会, Vol. 25, No. 3, Feb. 2012.

著書

• 黒木学, 清水昌平, 湊真一, 石畠正和, 樺島祥介, 田中和之, 本村陽一, 玉田嘉紀, 鈴木譲, 植野真臣. 確率的グラフィカルモデル, 共立出版, July 2016.

国際会議発表 (査読有り)

• Masakazu ishihata, Taisuke Sato, Shin-ichi Minato. Compiling Bayesian Networks for Parameter Learning Based on Shared BDDs, The 24th Australasian Joint Conference on Artificial Intelligence, AI 2011: ADVANCES IN ARTIFICIAL INTELLIGENCE, Lecture Notes in Computer Science, Springer, Vol. 7106/2011, Page 203-212, Dec. 2011.
• Masakazu Ishihata, Taisuke Sato. Bayesian inference for statistical abduction using Markov chain Monte Carlo, The 3rd Asian Conference on Machine Learning, JMLR Workshop and Conference Proceedings, Vol. 20, Page 81–96, Nov. 2011.
• Masakazu ishihata, yoshitaka kameya, taisuke sato, Shin-ichi Minato. An EM Algorithm on BDDs with Order Encoding for Logic-based Probabilistic Models, The 2nd Asian Conference on Machine Learning, JMLR: Workshop and Conference Proceedings, Vol. 13, Page 161-176, Nov. 2010.
• Masakazu Ishihata, Yoshitaka Kameya, Taisuke Sato, Shin-ichi Minato. Parameter learning for Bayesian networks on Shared Binary Decision Diagrams, The st International Workshop on Advanced Methodologies for Bayesian Networks, Nov. 2010.
• Inoue, K., Sato, T., Ishihata, M., Kameya, Y., Nabeshima, H.. Evaluating abductive hypotheses using an EM algorithm on BDDs, The 21st International Joint Conference on Artificial Intelligence (IJCAI-2009), pp. 810–815, July 2009.
• Masakazu Ishihata, Yoshitaka Kameya, Taisuke Sato, Shin-ichi Minato. Propositionalizing the EM algorithm by BDDs, The 18th International Conference on Inductive Logic Programming, The 18th International Conference on Inductive Logic Programming: Late Breaking Papers, Sept. 2008.

国内会議発表 (査読なし・不明)

• 石畠正和, 亀谷由隆, 佐藤泰介, 湊 真一. 命題論理に基づく確率モデルのための二部決定グラフと順序符号化を用いた効率的なEMアルゴリズム, 電子情報通信学会技術研究報告. IBISML, 情報論的学習理論と機械学習, 社団法人電子情報通信学会, Vol. 110, No. 76, May 2010.
• 石畠正和, 亀谷由隆, 佐藤泰介, 湊真一. BDD上の命題化確率計算に基づくEMアルゴリズム, 人工知能学会第70回人工知能基本問題研究会, SIG-FPAI-A801, Page 15-22, Mar. 2008.

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