@article{IEICE:Kawakubo+etal:2016, author = {Kawakubo, H. and du Plessis, M. C .and Sugiyama, M.}, title = {Computationally Efficient Class-Prior Estimation under Class Balance Change Using Energy Distance}, volume = {E99-D}, year = {2016}, journal = {{IEICE} Transactions on Information and Systems}, number = {1}, pages = {176--186}, } @article{NC:duPlessis+etal:2015, author = {du Plessis, M. C. and Shiino, H. and Sugiyama, M.}, title = {Online Direct Density-Ratio Estimation Applied to Inlier-based Outlier Detection}, journal = {Neural Computation}, volume = {27}, number = {9}, pages = {1899--1914}, year = {2015}, } @article{JJSS:Sugiyama+etal:2014, author = {Sugiyama, M. and Yamada, M. and du Plessis, M. C. and Liu, S.}, title = {Learning under Non-Stationarity:{C}ovariate Shift Adaptation, Class-Balance Change Adaptation, and Change Detection}, journal = {Journal of the Japan Statistical Society}, volume = {44}, number = {1}, pages = {113--136}, year = {2014}, note = {In Japanese}, } @article{IEICE:Nguyen+etal:2014, author = {Nguyen, T. D. and du Plessis, M. C. and Kanamori, T. and Sugiyama, M.}, title = {Constrained Least-Squares Density-Difference Estimation}, year = {2014}, journal = {{IEICE} Transactions on Information and Systems}, volume = {E97-D}, number = {7}, pages = {1822--1829}, } @article{IEICE:duPlessis+Sugiyama:2014, author = {du Plessis, M. C. and Sugiyama, M.}, title = {Class Prior Estimation from Positive and Unlabeled Data}, year = {2014}, journal = {{IEICE} Transactions on Information and Systems}, volume = {E97-D}, number = {5}, pages = {1358--1362}, } @article{NN:duPlessis+Sugiyama:2014, author = {du Plessis, M. C. and Sugiyama, M.}, title = {Semi-Supervised Learning of Class Balance under Class-Prior Change by Distribution Matching}, journal = {Neural Networks}, volume = {50}, pages = {110--119}, year = {2014}, } @article{WIREs:Sugiyama+etal:2013, author = {Sugiyama, M. and Yamada, M. and du Plessis, M. C.}, title = {Learning under Non-Stationarity:{C}ovariate Shift and Class-Balance Change}, journal = {{WIREs} Computational Statistics}, year = {2013}, volume = {5}, number = {6}, pages = {465--477}, } @article{NC:Sugiyama+etal:2013, author = {Sugiyama, M. and Suzuki, T. and Kanamori, T. and du Plessis, M. C. and Liu, S. and Takeuchi, I.}, title = {Density-Difference Estimation}, journal = {Neural Computation}, volume = {25}, number = {10}, pages = {2734--2775}, year = {2013}, } @article{JCSE:Sugiyama+etal:2013, author = {Sugiyama, M. and Liu, S. and du Plessis, M. C. and Yamanaka, M. and Yamada, M. and Suzuki, T. and Kanamori, T. }, title = {Direct Divergence Approximation between Probability Distributions and Its Applications in Machine Learning}, journal = {Journal of Computing Science and Engineering}, volume = {7}, number = {2}, pages = {99--111}, year = {2013}, } @CONFERENCE{ACML:duPlessis+etal:2015, author = {du Plessis, M. C. and Niu, G. and Sugiyama, M.}, title = {Class-Prior Estimation for Learning from Positive and Unlabeled Data}, booktitle = {Proceedings of the Fourth Asian Conference on Machine Learning (ACML2015)}, year = {2015}, editor = {}, SERIES = {JMLR Workshop and Conference Proceedings}, month = {Nov.~20-22}, address = {Hong Kong, China}, volume = {45}, pages = {221--236}, acceptancerate = {28/96=29.2\%}, } @CONFERENCE{ACML:Nguyen+etal:2015, author = {Nguyen, T. D. and du Plessis, M. C. and Sugiyama, M.}, title = {Target Shift Adaptation in Supervised Learning}, booktitle = {Proceedings of the Fourth Asian Conference on Machine Learning (ACML2015)}, year = {2015}, editor = {}, SERIES = {JMLR Workshop and Conference Proceedings}, month = {Nov.~20-22}, address = {Hong Kong, China}, volume = {45}, pages = {285--300}, acceptancerate = {28/96=29.2\%}, } @CONFERENCE{ICML:duPlessis+etal:2015, author = {du Plessis, M. C. and Niu, G. and Sugiyama, M.}, title = {Convex Formulation for Learning from Positive and Unlabeled Data}, booktitle = {Proceedings of 32nd International Conference on Machine Learning (ICML2015)}, month = {Jul.~6--11}, year = {2015}, address = {Lille, France}, acceptancerate = {270/1037=26.0\%}, editor = {F. Bach and D. Blei}, SERIES = {JMLR Workshop and Conference Proceedings}, volume = {37}, pages = {1386--1394}, } @CONFERENCE{NIPS:duPlessis+etal:2014, author = {du Plessis, M. C. and Niu, G. and Sugiyama, M.}, title = {Analysis of Learning from Positive and Unlabeled Data}, booktitle = {Advances in Neural Information Processing Systems 27}, year = {2014}, editor = {Z. Ghahramani and M. Welling and C. Cortes and N. D. Lawrence and K. Q. Weinberger}, pages = {703--711}, MEMO = {Presented at Neural Information Processing Systems (NIPS2014), Montreal, Quebec, Canada, Dec.~8--11, 2014}, acceptancerate = {414/1678=24.7\%}, } @CONFERENCE{ICML:Niu+etal:2014, author = {Niu, G. and Dai, B. and du Plessis, M. C. and Sugiyama, M.}, title = {Transductive Learning with Multi-Class Volume Approximation}, booktitle = {Proceedings of 31st International Conference on Machine Learning (ICML2014)}, month = {Jun.~21--26}, year = {2014}, address = {Beijing, China}, acceptancerate = {310/1238=25.0\%}, editor = {E. Xing and T. Jebara}, SERIES = {JMLR Workshop and Conference Proceedings}, volume = {32}, number = {2}, pages = {1377--1385}, } @CONFERENCE{AISTATS:Noh+etal:2014, author = {Noh, Y.-K. and Sugiyama, M. and Liu, S. and du Plessis, M. C. and Park, F. C. and Lee, D. D.}, title = {Bias Reduction and Metric Learning for Nearest-Neighbor Estimation of{K}ullback-{L}eibler Divergence}, booktitle = {Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics (AISTATS2014)}, year = {2014}, month = {Apr. 22-24}, volume = {33}, editor = {S. Kaski and J. Corander}, pages = {669-677}, address = {Reykjavik, Iceland}, SERIES = {JMLR Workshop and Conference Proceedings}, acceptancerate = {120/335=35.8\%}, } @CONFERENCE{TAAI:duPlessis+etal:2013, author = {du Plessis, M. C. and Niu, G. and Sugiyama, M.}, title = {Clustering Unclustered Data:{U}nsupervised Binary Labeling of Two Datasets Having Different Class Balances}, booktitle = {Proceedings of Conference on Technologies and Applications of Artificial Intelligence (TAAI2013)}, month = {Dec.~6--8}, year = {2013}, address = {Taipei, Taiwan}, pages = {1--6}, } @CONFERENCE{NIPS:Sugiyama+etal:2012, author = {Sugiyama, M. and Suzuki, T. and Kanamori, T. and du Plessis, M. C. and Liu, S. and Takeuchi, I.}, title = {Density-Difference Estimation}, booktitle = {Advances in Neural Information Processing Systems 25}, year = {2012}, pages = {692--700}, editor = {P. Bartlett and F. C. N. Pereira and C. J. C. Burges and L. Bottou and K. Q. Weinberger}, memo = {Presented at Neural Information Processing Systems (NIPS2012), Lake Tahoe, Nevada, USA, Dec.~3--6, 2012}, acceptancerate = {370/1467=25.2\%}, } @CONFERENCE{ICML:DuPlessis+Sugiyama:2012, author = {du Plessis, M. C. and Sugiyama, M.}, title = {Semi-Supervised Learning of Class Balance under Class-Prior Change by Distribution Matching}, booktitle = {Proceedings of 29th International Conference on Machine Learning (ICML2012)}, month = {Jun.~26--Jul.~1}, year = {2012}, address = {Edinburgh, Scotland}, pages = {823--830}, editor = {J. Langford and J. Pineau}, acceptancerate = {243/890=27.3\%}, }