論文

• Rubens, N., Tomioka, R., Sugiyama, M.. Output divergence criterion for active learning in collaborative settings., IPSJTransactions on Mathematical Modeling and its Applications,, vol. 2, no. 3, pp. 87-96, 2009.
• Sugiyama, M., Rubens, N.. A batch ensemble approach to active learning with model selection., Neural Networks, Vol. 21, no. 9, pp. 1278-1286, 2008.

国際会議発表 (査読有り)

• Dain Kaplan, Neil Rubens, Simone Teufel, Takenobu Tokunaga. Solving the AL chicken-and-egg corpus and model problem: Model-free active learning for phenomena-driven corpus construction, The Tenth International Conference on Language Resources and Evaluation (LREC 2016), Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016), pp. 4402-4409, May 2016.
• Rubens, N., Tomioka, R., Sugiyama, M.. Output divergence criterion for active learning in collaborative settings., In Proceedings of IPSJ SIG Mathematical Modelling and Problem Solving,, no. 126, pp. 65-68, Dec. 2008.
• Masashi Sugiyama, Rubens, N.. Active learning with model selection in linear regression, Eighth SIAM International Conference on Data Mining (SDM2008), Proceedings of the Eighth SIAM International Conference on Data Mining (SDM2008), pp. 518-529, Apr. 2008.
• Rubens, N., Sheinman, V., Tokunaga, T., Sugiyama, M.. Order retrieval, the 3rd International Conference on Large-scale Knowledge Resources (LKR 2008), Large-scale Knowledge Resources, Lecture Notes in Computer Science, Berlin, Springer,, Vol. 4938, pp. 310-317, 2008.
• Vera Sheinman, Neil Rouben, 徳永 健伸. Commonly Perceived Order within a Category, OntoLex 2007: from text to knowledge, ISWC07 Workshop, Proceedings of OntoLex 2007: from text to knowledge, Nov. 2007.
• Rubens Neil, Masashi Sugiyama. Influence-based collaborative active learning, 2007 ACM conference on Recommender systems (RecSys 2007), Proceedings of the 2007 ACM conference on Recommender systems (RecSys 2007), pp. 145-148, Oct. 2007.
• Rubens, N., Sugiyama, M.. Coping with active learning with model selection dilemma: Minimizing expected generalization error., 2006 Workshop on Information-Based Induction Sciences(IBIS2006), In Proceeding of 2006 Workshop on Information-Based Induction Scineces(IBIS2006), pp. 310-315, 2006.

国内会議発表 (査読有り)

• Rubens, N., Sheinman, V., Tokunaga, T., Sugiyama, M. Order retrieval, the 3rd International Conference on Large-scale Knowledge Resources (LKR2008, Large-scale Knowledge Resources, Lecture Notes in Computer Science,, Berlin, Springer, Vol. 4938, pp. 310-317, 2008.  公式リンク  
  

その他の論文・著書など

• Rubens, N., Kaplan, D., Sugiyama, M.. Active learning in recommender systems., Recommender Systems Handbook, Springer, pp. 735-767, 2010.
• Sugiyama, M., Rubens, N., Müller,K.-R.. A conditional expectation approach to model selection and active learning under covariate shift, Dataset Shift in Machine Learning, MIT Press, pp. 107-130, 2009.

学位論文

• Collaborative active learning,  Thesis,  Doctor (Academic),  Tokyo Institute of Technology,  2009/03/26,   

[ BibTeX 形式で保存 ]    [ 論文・著書をCSV形式で保存 ]    [ 特許をCSV形式で保存 ]