論文

• Sugiyama, M., Liu, S., Du Plessis, M.C., Yamanaka, M., Yamada, M., Suzuki, T., & Kanamori, T.. Direct divergence approximationbetween probability distributions and its applications inmachine learning, Journal of Computing Science and Engineering, vol. 7, no. 2, pp. 99-111, 2013.
• Liu, S., Yamada, M., Collier, N., Sugiyama, M. Change-point detection in time-series data b;y relative density-ratio estimastion, Neural Networks, vol. 43, pp. 72-83, 2013.
• Sugiyama, M., Suzuki, T., Kanamori, T., Du Plessis, M.C., Liu, S., & Takeuchi, I.. Density-difference estimation, Neural Computation, vol. 25, no. 10, pp. 2734-2775, 2013.

国際会議発表 (査読有り)

• Song Liu, John Quinn, M.U. Gutmann, Masashi Sugiyama. Direct learning of sparse changes in Markov networks by density ratio estimation, ECML/PKDD2013, 2013.
• Sugiyama, M., Suzuki, T., Kanamori, T., Du Plessis, M.C., Liu, S., Takeuchi, I.. Density-difference estimation, Neural Information Processing Systems(NIPS2012), Advances in Neural Information Processing Systems 25, P.Bartlett,F.C.N.Pereira,C.J.Burges,L.Bottou,and K.Q.Weinberger, pp. 692-700, 2012.

国際会議発表 (査読なし・不明)

• Liu, S., Yamada, M., Collier, N., Sugiyama, M.. Change-point detection in time-series data by relative density-ratio estimation., 9th International Workshop on Statistical Techniques in Pattern Recognition(SPR2012), Structural, Syntacic ,and statistical Pattern Recognition, Lecture Notes in Compurter Science,Berlin,Sprenger,2012, G.Gimel'farb,E.Hancock,A.Imiya,A.Kuiper,M.Kudo,S.Omachi,T.Windeatt,K.Yamada., vol. 7626, pp. 363-372, 2012.

国内会議発表 (査読なし・不明)

• Liu, S., Quinn, J., Gutmann, M.U., &Sugiyama, M.. Direct learning of sparse changes in Markov networks by density ratio estimation, IBISML2013 12th, IEICE technical report, pp. 81-88, 2013.

学位論文

• Statistical Machine Learning Approaches to Change Detection,  Exam Summary,  Doctor (Engineering),  Tokyo Institute of Technology,  2014/03/26,   
• Statistical Machine Learning Approaches to Change Detection,  Summary,  Doctor (Engineering),  Tokyo Institute of Technology,  2014/03/26,   
• Statistical Machine Learning Approaches to Change Detection,  Thesis,  Doctor (Engineering),  Tokyo Institute of Technology,  2014/03/26,   

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