@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\%},
}