@book{CTT100619593, author = {Hachiya, H. and Morimura, T. and Sugiyama, M.}, title = {Statistical Reinforcement Learning: Modern Machine Learning Approaches}, publisher = {}, year = 2015, } @book{CTT100660191, author = {Joaquim Quinonero-Candela and Masashi Sugiyama and Anton Schwaighofer and Neil D. Lawrence}, title = {Dataset Shift in Machine Learning}, publisher = {MIT Press,Cambridge,MA,USA,2009}, year = 2013, } @book{CTT100660186, author = {杉山 将}, title = {イラストで学ぶ機械学習:最小二乗法による識別モデル学習を中心に}, publisher = {}, year = 2013, } @book{CTT100660188, author = {Sugiyama, M. and Kawanabe, M.}, title = {Machine Learning in Non-Stationary Environments:Introduction to Covariate Shift Adaptataion}, publisher = {}, year = 2012, } @book{CTT100660187, author = {Sugiyama, M. and Suzuki, T. and Kanamori, T.}, title = {Density Ratio Estimation in Machine Learning}, publisher = {}, year = 2012, } @book{CTT100619592, author = {Masashi Sugiyama}, title = {Density Ratio Estimation in Machine Learning}, publisher = {Cambridge University Press, Cambridge, UK}, year = 2012, } @book{CTT100660189, author = {Masashi Sugiyama}, title = {Proceedings of the Second Asian Conference on Machine Learning(ACML2010)}, publisher = {}, year = 2010, } @book{CTT100660190, author = {杉山 将}, title = {統計的機械学習:生成モデルに基づくパターン認識}, publisher = {オーム社 東京}, year = 2009, } @book{CTT100660192, author = {八谷大岳 and 杉山将}, title = {強くなるロボティック・ゲームプレイヤーの作り方～実戦で学ぶ強化学習}, publisher = {毎日コミュニケーションズ、東京、2008}, year = 2008, } @book{CTT100660193, author = {元田浩 and 栗田多喜夫 and 樋口知之 and 松本裕治 and 村田昇 and 赤穂昭太郎 and 神嶌敏弘 and 杉山将 and 小野田崇 and 池田和司 and 鹿島久嗣 and 賀沢秀人 and 中島伸一 and 竹内純一 and 持橋大地 and 小山聡 and 井手剛 and 篠田浩一 and 山川宏}, title = {パターン認識と機械学習（下）ベイズ理論による統計的予測}, publisher = {丸善出版}, year = 2008, } @book{CTT100572513, author = {Motoda, H. and Kurita, T. and Higuchi, T. and Matsumoto, Y. and Murata, N.(Eds) and Akaho, S. and Kamishima, T. and Sugiyama, M. and Onoda, T. and Ikeda, K. and Kashima, H. and Kazawa, H. and Nakajima, S. and Takeuchi, J. and Mochihashi, D. and Oyama, S. and Ide, T. and Shinoda, K. and Yamakawa, H.(Trans.)}, title = {Pattern Recognition and Machine Learning(Ⅱ):Statistical Inference based on Bayes Theory}, publisher = {Springer-Japan}, year = 2008, } @book{CTT100572501, author = {Hachiya, H. and Sugiyama, M}, title = {Training Robotic Game Players by Reinforcement Learning}, publisher = {Mainichi Communications}, year = 2008, } @book{CTT100575826, author = {元田浩 and 栗田多喜夫 and 樋口知之 and 松本裕治 and 村田昇 and 赤穂昭太郎 and 神嶌敏弘 and 杉山将 and 小野田崇 and 池田和司 and 鹿島久嗣 and 賀沢秀人 and 中島伸一 and 竹内純一 and 持橋大地 and 小山聡 and 井手剛 and 山川宏 and 篠田 浩一}, title = {パターン認識と機械学習（上）：ベイズ理論による統計的予測}, publisher = {シュプリンガー・ジャパン}, year = 2007, } @book{CTT100572508, author = {Motoda, H. and Kurita, T. and Higuchi, T. and Matsumoto, Y. and Murata, N.(Eds.) and Akaho, S. and Kamishima, T. and Sugiyama, M. and Onoda, T. and Ikeda, K. and Kashima, H. and Kazawa, H. and Nakajima, S. and Takeuchi, J. and Mochihashi, D. and Oyama, S. and Ide, T. and Shinoda, K. and Yamakawa, H.(Trans.)}, title = {Pattern Recognition and Machine Learning(Ⅰ):Statistical Inference based on Bayes Theory}, publisher = {Springer-Japan}, year = 2007, } @book{CTT100619591, author = {Masashi Sugiyama}, title = {Covariate Shift Adaptation: Towards Machine Learning under Non-Stationary Environment}, publisher = {MIT Press, Cambridge, MA, USA}, year = , } @article{CTT100783045, author = {Hiroaki Sasaki and Takafumi Kanamori and Aapo Hyvarinen and Masashi Sugiyama}, title = {Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios}, journal = {Journal of Machine Learning Research}, year = 2018, } @article{CTT100660142, author = {Sugiyama, M. and Gang, N. and Yamada, M. and Kimura, M. and & Hachiya, H.}, title = {Information-maximization clustering based on squared-loss mutual information}, journal = {Neural Computation}, year = 2013, } @article{CTT100660143, author = {Niu, G. and Dai, B. and Shang, L. and Sugiyama, M.}, title = {Maximum volume clustering:A new discriminative clustering approach}, journal = {Journal of Machine Learnning Research}, year = 2013, } @article{CTT100660144, author = {Sainui, J. and Sugiyama, M.}, title = {Direct approximation of quadratic mutual information and its application to dependence-maximization clustering}, journal = {IEICE Transactions on Information and Systems}, year = 2013, } @article{CTT100660145, author = {杉山 将}, title = {確率分布間の距離推定：機械学習分野における最新動向.}, journal = {Transactions of the Japan Society for Industrial and Applied Mathematics}, year = 2013, } @article{CTT100660146, 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}, year = 2013, } @article{CTT100660147, author = {Khan, R.R. and Sugiyama, M.}, title = {Semi-supervised leasst-squares conditional density estimation}, journal = {International Jounal of Scientific Engineering and Technology}, year = 2013, } @article{CTT100660148, author = {Yamanaka, M. and Matsugu, M. and & Sugiyama, M.}, title = {Salient object detectionbased on direct density-ratio estimation}, journal = {IPSJ Transzctions on Mathematical Modeling and Its Applications}, year = 2013, } @article{CTT100660150, author = {Yamanaka, M. and Matsugu, M. and & Sugiyama, M.}, title = {Detection of activities and events without explicit categorization}, journal = {IPSJ Transactions on Mathematical Modeling and Its Applications}, year = 2013, } @article{CTT100660151, author = {Suzuki, T. and Sugiyama, M.}, title = {Fast learning rate of multiple kernel learning:Trade-off between sparsity and smoothness.}, journal = {The Annals of Statistics}, year = 2013, } @article{CTT100660153, author = {H Nam and Hachiya, H. and & Sugiyama, M.}, title = {Computationally efficient multi-label classification by least-squares probabilistic classifiers}, journal = {IEICE Transactions on Information and Systems}, year = 2013, } @article{CTT100660167, author = {Nakajima, S. and Sugiyama, M. and & Babacan, D.}, title = {Variational Bayesian sparse additive matrix factorization}, journal = {Machine Learning}, year = 2013, } @article{CTT100660185, author = {Sugiyama, M.}, title = {Machine learning with squared-loss mutual information}, journal = {Entropy}, year = 2013, } @article{CTT100660184, author = {Nakajima, S. and Sugiyama, M. and Babacan, D. and &Tomioka, R.}, title = {Global analytic solution of fully-observed variational Bayesian matrix factorization}, journal = {Journal of Machine Learning Research}, year = 2013, } @article{CTT100660183, author = {Suzuki, T. and & Sugiyama, M.}, title = {Sufficient dimension reduction via squared-loss mutual information estimation}, journal = {Neural Computation}, year = 2013, } @article{CTT100660181, author = {Kanamori and Suzuki, T. and Sugiyama, M.}, title = {Computational complexity of kernel-based density-ratio estimation:A condition number analysis}, journal = {Machine Learning}, year = 2013, } @article{CTT100660180, author = {Magrans de Abril, I. and Sugiyama, M.}, title = {Winning the Kaggle Algorithmic Trding Challenge with the composition of many models and feature engineering}, journal = {IEICE Transzctions on Information and Systems}, year = 2013, } @article{CTT100660179, author = {Kimura, A. and Sugiyama, M. and Sakano, H. and Kameoka, H.}, title = {Designing various multivariate analysis at will via generalized pairwise expression}, journal = {IPSJ Transactions on Mathematical Modeling and Its Applications}, year = 2013, } @article{CTT100660177, author = {Kimura, A. and Sugiyama, M. and Nakano, T. and Kameoka, H. and Skano, H. and Maeda, E. and & Ishiguro, K.}, title = {SemiCCA:Efficient semi-supervised learning fo canonical correlations}, journal = {IPSJ Transactions on Mathematical Modeling and Its Applications}, year = 2013, } @article{CTT100660176, author = {Yamada, M. and Suzuki, T. and Kanamori, T. and Hachiya, H. and Sugiyama, M.}, title = {Relatiive density-ratio estimationfor robust distribution comparision}, journal = {Neural Computation}, year = 2013, } @article{CTT100660175, author = {Liu, S. and Yamada, M. and Collier, N. and Sugiyama, M}, title = {Change-point detection in time-series data b;y relative density-ratio estimastion}, journal = {Neural Networks}, year = 2013, } @article{CTT100660173, author = {Zhao, T. and Hachiya, H. and Tangkaratt, V. and Morimoto, J. and & Sugiyama, M.}, title = {Efficient sample reuse inpolicy gradients with parameter-based exploration}, journal = {Neural Computation}, year = 2013, } @article{CTT100660174, author = {Ning XIE and Hachiya, H. and Sugiyama, M.}, title = {Artist agent:A reinforcemnet learning approach to automatic stroke generation in oriental ink painting}, journal = {IEICE Transzctions on Information and Systems}, year = 2013, } @article{CTT100660172, 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 approximationbetween probability distributions and its applications inmachine learning}, journal = {Journal of Computing Science and Engineering}, year = 2013, } @article{CTT100660170, author = {Nakata, K. and Sugiyama, M. and Kitagawa, K. and Otsuki, M.}, title = {Improved algorithm for multiwavelength single-shot interferometric surface profiling:Speeding up the multiwavelength-integrated local model fitting method by local information sharing.}, journal = {Applied Optics}, year = 2013, } @article{CTT100660169, author = {Jitkrittum, W. and Hachiya, H. and & Sugiyama, M.}, title = {Feature selection via 11-penalized squared-loss mutual information}, journal = {IEICE Transactions on Information and Systems}, year = 2013, } @article{CTT100660136, author = {Yamada, M. and Jitkrittum, W. and Sigal, L. and Xing, E.P. and &Sugiyama, M.}, title = {High-dimensional feature selectionby feature-wise kernelized lasso}, journal = {Neural Computational Statistics}, year = 2013, } @article{CTT100660137, author = {Sugiyama, M. and Du Plessis M.C. and & Yamada, M.}, title = {Learning under non-stationarity:Covariate shift and class-balance change}, journal = {WIREs Computational Statistics}, year = 2013, } @article{CTT100641769, author = {Yamada, M. and Wichern, G. and Kondo, K. and Sugiyama, M. and Sawada, H.}, title = {Noise adaptive optimization of matrix initialization for frequency-domain independent component analysis}, journal = {Digital Signal Processing}, year = 2012, } @article{CTT100660277, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Statistical analisis of kernel-based least-squares density-ratio estimation}, journal = {Machine Learning}, year = 2012, } @article{CTT100660274, author = {Karasuyama, M. and Sugiyama, M.}, title = {Canonical dependency analysis based on squared-loss mutual information}, journal = {Neural Networks}, year = 2012, } @article{CTT100639517, author = {Sugiyama, M. and Yamada, M.}, title = {On kernel parameter selection in Hilbert-Schmidt independence criterion.}, journal = {IEICE Transactions on Information and Systems,}, year = 2012, } @article{CTT100660281, author = {Hachiya, H. and Sugiyama, M. and Ueda, N.}, title = {Importance-weighted least-squares probabilistic classifier for covariate shift adapptation with application to human activity recognition}, journal = {Neurocomputing}, year = 2012, } @article{CTT100660280, author = {Zhao, T. and Hachiya, H. and Niu, G. and Sugiyama, M.}, title = {Analysis and improvement of policy gradient estimation}, journal = {Neural Networks}, year = 2012, } @article{CTT100660279, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {F-divergence estimation and two-sample homogeneity test under semiparametric density-ratio models}, journal = {IEEE Transactions on Information Theory}, year = 2012, } @article{CTT100660276, author = {Karasuyama, M. and Harada, N. and Sugiyama, M. and Takeuchi, I.}, title = {Multi-parametric solution-path algorithm for instance-weighted support vector machines}, journal = {Machine Learning}, year = 2012, } @article{CTT100660269, author = {Simm, J. and Sugiyama, M. and Hachiya, H.}, title = {Multi-task approach to reinforcement learning for factored-state Markov decision problems}, journal = {}, year = 2012, } @article{CTT100660270, author = {Kurihara, N. and Sugiyama, M.}, title = {Improving improtance estimation in pool-based batch active learning for approximate linear regression}, journal = {Neural Networks}, year = 2012, } @article{CTT100660271, author = {Yamashita, A. and Sugiyama, M. and Kitagawa, K. and Kobayashi, H.}, title = {Multiwavelength-integrated local model fitting method for interferometric surface profiling}, journal = {Applied Optics}, year = 2012, } @article{CTT100660272, author = {Kobayashi, T. and Sugiyama, M.}, title = {Early stopping heuristics in pool-based incremental active learning for least-squares probabilistic classifier}, journal = {IEICE Transactions on Information aand Systems}, year = 2012, } @article{CTT100660273, author = {Sugiyama, M. and Suzuki, T. and Kanamori, T}, title = {Density ratio matching under the Bregman divergence:A unified framework of density ratio estimation}, journal = {Annals of the Institlute of Statistical Mathematics}, year = 2012, } @article{CTT100660275, author = {Feng, J. and Wang, L. and Sugiyama, M. and Yang, C. and ZhouZ.-H. and Zhang, C.}, title = {Boosting and margin theory}, journal = {Frontiers of Electrical and Electronic Engineering}, year = 2012, } @article{CTT100660283, author = {Nakajima, S. and Sugiyama, M.}, title = {Theoretical analysis of Bayesian matrix factorization}, journal = {Journal of Machine Learnig Research}, year = 2011, } @article{CTT100660282, author = {Hachiya, H. and Peters, J. and Sugiyama, M.}, title = {Reward weighted regression with sample reuse for direct policy search in reinforcement learnig}, journal = {Neural Computation}, year = 2011, } @article{CTT100600956, author = {Yan Li and Hiroyuki Kambara and Yasuharu Koike and Masashi Sugiyama}, title = {Application of Covariate Shift Adaptation Techniques in Brain Computer Interfaces.Under review}, journal = {IEEE transactions of Biomedical Engineering}, year = 2010, } @article{CTT100601114, author = {Sugiyama, M.}, title = {A new approach to machine learning based on density ratios.}, journal = {Proceeding of the Institute of Statistical Mathematics}, year = 2010, } @article{CTT100604103, author = {Sugiyama, M. and Takeuchi, I. and Kanamori, T. and Suzuki, T. and Hachiya, H. and Okanohara, D.}, title = {Least-squares conditional density estimation.}, journal = {IEICE Transactions on Infromation and Systems,}, year = 2010, } @article{CTT100607874, author = {Sugiyama, M.}, title = {Superfast-trainable multi-class probabilistic classifier by least-squares posterior fitting.}, journal = {IEICE Transactions on Information and Systems}, year = 2010, } @article{CTT100607875, author = {Suzuki, T. and Sugiyama, M.}, title = {Least-squares independent component analysis}, journal = {Neural Computation}, year = 2010, } @article{CTT100607876, author = {Sugiyama, M. and Hachiya, H. and Kashima, H. and Morimura, T.}, title = {Least absolute policy iteration---A robust approach to value function approximation.}, journal = {IEICE Transactions on Information and Systems.}, year = 2010, } @article{CTT100608853, author = {Ueki, K. and Sugiyama, M. and Ihara, Y.}, title = {A semi-supervised approach to perceived age prediction from face images.}, journal = {IEICE Transactions on Information and Systems,}, year = 2010, } @article{CTT100608856, author = {Yamada, M. and Sugiyama, M. and Wichern, G. and Simm, J.}, title = {Direct importance estimation with a mixture of probabilistic principal component analyzers}, journal = {IEICE Transactions on Information and Systems,}, year = 2010, } @article{CTT100582854, author = {Yamada, M. and Sugiyama, M. and Matsui, T.}, title = {Semi-supervised speaker identification under covariate shift.}, journal = {Signal Processing,}, year = 2010, } @article{CTT100582887, author = {Kato, T. and Kashima, H. and Sugiyama, M. and Asai, K.}, title = {Conic programming for multi-task learning.}, journal = {IEEE Transactions on Knowledge and Data Engineering,}, year = 2010, } @article{CTT100582889, author = {Sugiyama, M. and Idé, T. and Nakajima, S. and Sese, J.}, title = {Semi-supervised local Fisher discriminant analysis for dimensionality reduction.}, journal = {Machine Learning}, year = 2010, } @article{CTT100585255, author = {Sugiyama, M. and Kawanabe, M. and Chui, P. L.}, title = {Dimensionality reduction for density ratio estimation in high-dimensional spaces.}, journal = {Neural Networks,}, year = 2010, } @article{CTT100588500, author = {Kato, T. and Okada, K. and Kashima, H. and Sugiyama, M.}, title = {A transfer learning approach and selective integration of multiple types of assays for biological network inference.}, journal = {International Journal of KnowledgeDiscovery in Bioinformatics}, year = 2010, } @article{CTT100660012, author = {Masashi Sugiyama and Tsuyoshi Idé and Shinichi Nakajima and Jun Sese}, title = {Semi-supervised local Fisher discriminant analysis for dimensionality reduction}, journal = {Machine Learning}, year = 2010, } @article{CTT100619579, author = {杉山将}, title = {密度比に基づく機械学習の新たなアプローチ}, journal = {統計数理}, year = 2010, } @article{CTT100590993, author = {Yamada, M. and Sugiyama, M.}, title = {Direct importance estimation with Gaussian mixture models.}, journal = {Signal Processing}, year = 2010, } @article{CTT100599746, author = {Li, Y. and Koike, Y. and Sugiyama, M.}, title = {Application of covariate shift adaptation techniques in brain computer interaces.}, journal = {IEEE Transactions on Biomedical Engineering}, year = 2010, } @article{CTT100599748, author = {Hido, S. and Tsuboi, Y. and Kashima, H. and Sugiyama, M. and Kanamori, T.}, title = {Statistical outlier detection using direct density ratio estimation.}, journal = {Knowledge and Information Systems}, year = 2010, } @article{CTT100599751, author = {Akiyama, T. and Hachiya, H. and Sugiyama, M.}, title = {Efficient exploration through active learning for value function approximation in reinforcement learning.}, journal = {NeuralNetworks}, year = 2010, } @article{CTT100599754, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Theoretical analysis of density ratio estimation}, journal = {IEICE Transactions on Fundamentals of Electronics，Communication and Computer Sciences，}, year = 2010, } @article{CTT100600709, author = {Shimizu, N. and Sugiyama, M. and Nakagawa, H.}, title = {Spectral methods for thesaurus construction.}, journal = {IEICE Transactions on Information and Systems,}, year = 2010, } @article{CTT100660015, author = {Taiji Suzuki and Masashi Sugiyama and Takafumi Kanamori and Jun Sese}, title = {Mutual Information Estimation Reveals Global Associations between Stimuli and Biological Process}, journal = {BMC Bioinformatics}, year = 2009, } @article{CTT100660014, author = {Masashi Sugiyama and Takafumi Kanamori and Taiji Suguki and Shohei Hido and Jun Sese and Ichiro Takeuchi and Liewi Wang}, title = {A density-ratio framework for statistical data processing}, journal = {IPSJ Transactions on Computer Vision and Applications}, year = 2009, } @article{CTT100582782, author = {Yokota, T. and Sugiyama, M. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {The interpolated local model fitting method for accurate and fast single-shot surface profiling.}, journal = {Applied Optics}, year = 2009, } @article{CTT100582785, author = {Sugiyama, M. and Kanamori, T. and Suzuki, T. and Hido, S. and Sese, J. and Takeuchi, I. and Wang, L.}, title = {A density-ratio framework for statistical data processing.}, journal = {IPSJ Transactions on Computer Vision and Applications,}, year = 2009, } @article{CTT100582880, author = {Kanamori, T. and Hido, S. and Sugiyama, M.}, title = {A least-squares approach to direct importance estimation.}, journal = {Journal of Machine Learning Research}, year = 2009, } @article{CTT100582881, author = {Naito, T. and Sugiyama, M. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {Single-shot interferometry of film-covered objects.}, journal = {Journal of the Japan Society Precision Engineering}, year = 2009, } @article{CTT100582886, author = {Rubens, N. and Tomioka, R. and Sugiyama, M.}, title = {Output divergence criterion for active learning in collaborative settings.}, journal = {IPSJTransactions on Mathematical Modeling and its Applications,}, year = 2009, } @article{CTT100588501, author = {Tomioka, R. and Sugiyama, M.}, title = {Dual augumented Lagrangian method for efficient sparse reconstruction.}, journal = {IEEE Signal Processing Letters}, year = 2009, } @article{CTT100588655, author = {Kashima, H. and Kato, T. and Yamanishi, Y. and Sugiyama, M. and Tsuda, K.}, title = {Simultaneous inference of biological networks of multiple species from genome-wide data and evolutionary information: A semi-supervised approach.}, journal = {Bioinformatics}, year = 2009, } @article{CTT100590994, author = {Kashima, H. and Idé, T. and Kato, T. and Sugiyama, M.}, title = {Recent advances and trends in large-scale kernel methods.}, journal = {IEICE Transactions on Information and Systems}, year = 2009, } @article{CTT100590995, author = {Sugiyama, M.}, title = {On computational issues of semi-supervised local Fisher discriminant analysis.}, journal = {IEICE Transactions on Information and Systems,}, year = 2009, } @article{CTT100575327, author = {Takeda, A. and Sugiyama, M.}, title = {On generalization performance and non-convex optimization of extended nu-support vector machine.}, journal = {New Generation Computing}, year = 2009, } @article{CTT100575072, author = {北川 克一 and 杉山 将 and 松坂 拓哉 and 小川 英光 and 鈴木 一嘉.}, title = {２波長ワンショット干渉計測}, journal = {精密工学会誌}, year = 2009, } @article{CTT100574815, author = {Tsuboi, Y. and Kashima, H. and Hido, S. and Bickel, S. and Sugiyama, M.}, title = {Direct density ratio estimation for large-scale covariate shift adaptation.}, journal = {Journal of information Processing}, year = 2009, } @article{CTT100574740, author = {Suzuki, T. and Sugiyama, M. and Kanamori, T. and Sese, J.}, title = {Mutual information estimation reveals global associations between stimuli and biological processes.}, journal = {}, year = 2009, } @article{CTT100572428, author = {Kashima, H. and Idé, T. and Kato, T. and Sugiyama, M.}, title = {Recent advances in large-scale kernel methods and beyond.}, journal = {Transactions on Information and Systems,}, year = 2009, } @article{CTT100572427, author = {Hachiya, H. and Akiyama, T. and Sugiyama, M. and Peters, J.}, title = {Adaptive importance sampling for value function approximation in off-policy reinforcement learning.}, journal = {Neural Networks}, year = 2009, } @article{CTT100572426, author = {Sugiyama, M. and Nakajima, S.}, title = {Pool-based active learning in approximate linear regression.}, journal = {Machine Learning}, year = 2009, } @article{CTT100572310, author = {Wang, L. and Sugiyama, M. and Yang, C. and Hatano, K. and Feng J.}, title = {Theory and algorithm for learning with dissimilarity functions.}, journal = {Neural Computation}, year = 2009, } @article{CTT100572306, author = {Ogawa, H. and Nakanowatari, A. and Kitagawa, K. and Sugiyama, M. and Naito, T.}, title = {Simultaneous measurement of film thickness and surface profile of film-covered objects by monochromatic light interferometry.}, journal = {Transacitons of the Society of Instrument and Control Engineers}, year = 2009, } @article{CTT100572305, author = {Kitagawa, K. and Sugiyama, M. and Matsuzaka, T. and Ogawa, H. and Suzuki, K.}, title = {Two-wavelength single-shot interferometry.}, journal = {Journal of the Japan Society for Precisicon Engineering}, year = 2009, } @article{CTT100572271, author = {Kato, T. and Kashima, H. and Sugiyama, M.}, title = {Robust label propagation on multiple networks.}, journal = {IEEE Transaction on Neural Netwaoks}, year = 2009, } @article{CTT100575765, author = {Masashi Sugiyama and Hirotaka Hachiya and Christopher Towell and Sethu Vijayakumar}, title = {Geodesic Gaussian kernels for value function approximation}, journal = {Autonomous Robots}, year = 2008, } @article{CTT100575864, author = {Marko V. Jankovic and Masashi Sugiyama}, title = {A multipurpose linear component analysis method based on modulated Hebb Oja learning rule}, journal = {IEEE Signal Processing Letters}, year = 2008, } @article{CTT100575865, author = {Masashi Sugiyama and Taiji Suzuki and Shinichi Nakajima and Hisashi Kashima and Paul von Bunau and Motoaki Kawanabe}, title = {Direct importance estimation for covariate shift adaptation}, journal = {Annals of the Institute of Statistical Mathematics}, year = 2008, } @article{CTT100572270, author = {Sugiyama, M. and Rubens, N.}, title = {A batch ensemble approach to active learning with model selection.}, journal = {Neural Networks}, year = 2008, } @article{CTT100572265, author = {Sugiyama, M. and Kawanabe, M. and Blanchard, G. and Müller,K-R.}, title = {Approximating the best linear unbiased estimator of non-Gaussian signals with Gaussian noise.}, journal = {Transactions on Information and Systems}, year = 2008, } @article{CTT100575862, author = {Masashi Sugiyama}, title = {Generalization error estimation for non-linear learning methods}, journal = {IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences}, year = 2007, } @article{CTT100575861, author = {Masashi Sugiyama and Matthias Kraudedat and Klaus-Robert Mueller}, title = {Covariate shift adaptation by importance weighted cross validation}, journal = {Journal of Machine Learning Research}, year = 2007, } @article{CTT100572163, author = {Ogawa, H. and Shimoyama, K. and Fukunaga, M. and Kitagawa, K. and Sugiyama, M.}, title = {Simultaneous measurement of film thickness and surface profile of film-covered objects by using white-light interferometry.}, journal = {Transaction of the Society of Instrument and Control Engineers,}, year = 2007, } @article{CTT100572221, author = {Kawanabe, M. and Sugiyama, M. and Blanchard, G. and Müller,K-R.}, title = {A new algorithm of non-Gaussian component analysis with radial kernel functions.}, journal = {Annals of the Institute of Statistical Mathematics,}, year = 2007, } @article{CTT100572223, author = {Masashi Sugiyama}, title = {Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis.}, journal = {Journals of Machine Learning Reserch}, year = 2007, } @article{CTT100572262, author = {Hidaka, Y. and Sugiyama, M.}, title = {A new meta-criterion for regularized subspace information criterion.}, journal = {IEICE Transactions on Information and Systems}, year = 2007, } @article{CTT100575071, author = {小川 英光 and 下山 賢一 and 福永 正和 and 北川 克一 and 杉山 将.}, title = {白色光干渉法による透明膜に覆われた物体の膜厚と表面形状の同時測定.}, journal = {計測自動制御学会論文集}, year = 2007, } @article{CTT100575863, author = {Gokita, S. and Sugiyama, M. and Sakurai, K.}, title = {Analytic optimization of adaptive ridge parameters based on regularized subspace information criterion}, journal = {IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences}, year = 2007, } @article{CTT100507322, author = {Masashi Sugiyama. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {Single-shot surface profiling by local model fitting.}, journal = {Applied Optics}, year = 2006, } @article{CTT100507323, author = {Masashi Sugiyama}, title = {Active learning in approximately linear regression based on conditional expectation of generalization error.}, journal = {Journal of Machine Learning Research}, year = 2006, } @article{CTT100572155, author = {Blanchard, G. and Kawanabe, M. and Sugiyama, M. and Spokoiny, V. and Müller,K.-R.}, title = {In search of non-Gaussian components of a high-dimensional distribution.}, journal = {Journal of Machine Learning Research}, year = 2006, } @article{CTT100572156, author = {Sugiyama, M. and Ogawa, H.}, title = {Constructing kernel functions for binary regression.}, journal = {IEICE Transactions on Information and Systems}, year = 2006, } @article{CTT100572158, author = {Sugiyama, M. and Sakurai, K.}, title = {Analytic optimization of shrinkage parameters based on regularized subspace information criterion.}, journal = {IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences}, year = 2006, } @article{CTT100507324, author = {Sugiyama, M. and Müller,K.-R.}, title = {Input-dependent estimation of generalization error under covariate shift.}, journal = {Statistics & Decisions}, year = 2005, } @article{CTT100389762, author = {Masashi Sugiyama}, title = {Trading variance reduction with unbiasedness: The regularized subspace information criterion for robust model selection in kernel regression.}, journal = {Neural Computation,}, year = 2004, } @article{CTT100389761, author = {Sugiyama, M. and Okabe, Y. and Ogawa, H.}, title = {Perturbation analysis of a generalization error estimator.}, journal = {Neural Information Processing - Letters and Reviews,}, year = 2004, } @article{CTT100389770, author = {Masashi Sugiyama}, title = {Regularization approach to improving an unbiased generalization error estimator}, journal = {電子情報通信学会技術研究報告}, year = 2003, } @article{CTT100389760, author = {Sugiyama, M. and Ogawa, H.}, title = {Active learning with model selection --- Simultaneous optimization of sample points and models for trigonometric polynomial models.}, journal = {Transactions on Information and Systems,}, year = 2003, } @article{CTT100389759, author = {Masashi Sugiyama}, title = {Improving precision of the subspace information criterion}, journal = {IEICE}, year = 2003, } @article{CTT100451861, author = {Tsuda, K. and Sugiyama, M. and Müller,K.-R.}, title = {Subspace information criterion for non-quadratic regularizers --- Model selection for sparse regressors}, journal = {IEEE Transactions on Neural Networks}, year = 2002, } @article{CTT100464919, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Optimal design of regularization term and regularization parameter by subspace information criterion}, journal = {Neural Networks}, year = 2002, } @article{CTT100467273, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Incremental construction of projection generalizing neural networks}, journal = {Transactions on Information and Systems}, year = 2002, } @article{CTT100467274, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {A unified method for optimizing linear image restoration filters}, journal = {Signal Processing}, year = 2002, } @article{CTT100451862, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Theoretical and experimental evaluation of the subspace information criterion}, journal = {Machine Learning}, year = 2002, } @article{CTT100572050, author = {Tsuda, K. and Sugiyama, M. and Müller,K.-R.}, title = {Subspace information criterion for sparse regressors}, journal = {Transactions on Information and Systems,}, year = 2002, } @article{CTT100471249, author = {Sugiyama, M. and Müller,K.-R.}, title = {The subspace information criterion for infinite dimensional hypothesis spaces}, journal = {Journal of Machine Learning Research}, year = 2002, } @article{CTT100467278, author = {津田 宏治 and 杉山 将 and クラウスロバート ミュラー}, title = {モデル選択規準SICのスパ－ス回帰分析への適用}, journal = {電子情報通信学会論文誌}, year = 2002, } @article{CTT100451875, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Active learning for optimal generalization in trigonometric polynomial models}, journal = {IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences}, year = 2001, } @article{CTT100451872, author = {Sugiyama, M. and Ogawa, H.}, title = {Incremental projection learning for optimal generalization}, journal = {Neural Networks}, year = 2001, } @article{CTT100451871, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Properties of incremental projection learning}, journal = {Neural Networks}, year = 2001, } @article{CTT100451868, author = {Masashi Sugiyama and Daisuke Imaizumi and Hidemitsu Ogawa}, title = {Subspace information criterion for image restoration --- Optimizing parameters in linear filters}, journal = {Transactions on Information and Systems}, year = 2001, } @article{CTT100451863, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Subspace information criterion for model selection}, journal = {Neural Computation}, year = 2001, } @article{CTT100451876, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Incremental active learning for optimal generalization}, journal = {Neural Computation}, year = 2000, } @inproceedings{CTT100783042, author = {Hiroaki Sasaki and Takafumi Kanamori and Masashi Sugiyama}, title = {Estimating Density Ridges by Direct Estimation of Density-Derivative-Ratios}, booktitle = {}, year = 2017, } @inproceedings{CTT100711460, author = {Kiyoshi Irie and Masashi Sugiyama and Masahiro Tomonou}, title = {A Dependence Maximization Approach towards Street Map-based Localization}, booktitle = {}, year = 2015, } @inproceedings{CTT100823204, author = {石井秀明 and 小野功 and 早川朋久 and 杉山将 and 小野田崇 and 二方厚志 and 渡邊勇}, title = {電力システムにおける系統・制御通信ネットワークに対する分散型侵入検知手法の構築}, booktitle = {}, year = 2013, } @inproceedings{CTT100660225, author = {鈴村 真矢 and 小川 晃平 and 竹内 一郎 and 杉山 将}, title = {ホモトピー法を用いたロバストサポートベクターマシンの最適化法}, booktitle = {電子情報通信学会技術研究報告}, year = 2013, } @inproceedings{CTT100660221, author = {入江 清 and 有納 正裕 and 杉山 将}, title = {事前情報と画像中の空間的依存関係を利用した道路認識}, booktitle = {第31回日本ロボット学会学術講演会予稿集}, year = 2013, } @inproceedings{CTT100660230, author = {伊原 康行 and 杉山 将}, title = {ランキング学習による顔画像からの印象度推定}, booktitle = {}, year = 2013, } @inproceedings{CTT100660119, author = {Nakajima, S. and Tomioka, R. and Sugiyama, M. and & Babacan, D.}, title = {On dimensionality recovery guarantee of variational Bayesian PCA.}, booktitle = {}, year = 2013, } @inproceedings{CTT100660111, author = {De Plessis, M.C. and &Sugiyama, M.}, title = {Direct approximation of quadratic mutual information and its applicationto dependence-maximization clustering}, booktitle = {IEICE Technical Report}, year = 2013, } @inproceedings{CTT100660114, author = {Mori, S. and Tangkaratt, V. and Zhao, T. and Morimoto, J. and &Sugiyama, M.}, title = {Model-based policy gradients with parameter-based exploration by least-squares conditional density estimation}, booktitle = {IEICE Technical Report}, year = 2013, } @inproceedings{CTT100660115, author = {Nguyen, T.D. and Du Plessis, M.C. and Kanamori, T. and & Sugiyama, M.}, title = {Constrained least-squares density-difference estimation}, booktitle = {IEICE Technical Report}, year = 2013, } @inproceedings{CTT100660234, author = {仲田 圭佑 and 杉山将 and 北川 克一 and 大槻 真左文}, title = {多波長ワンショット干渉法による表面形状測定の改良アルゴリズム:複数波長統合型局所モデル的合法の局所的情報共有による高速化}, booktitle = {}, year = 2013, } @inproceedings{CTT100660232, author = {竹内 一郎 and 小川 晃平 and 杉山 将}, title = {機械学習における非凸最適化問題に対するパラメトリック計画法を用いたアプローチ}, booktitle = {最適化手法の理論と応用の繋がり、ＲＩＭＳ研究会報告集}, year = 2013, } @inproceedings{CTT100660106, author = {Ihara, Y. and &Sugiyama, M.}, title = {Impression estimation from face images by ranking learning}, booktitle = {}, year = 2013, } @inproceedings{CTT100660116, author = {Sugiyama, M.}, title = {Divergence estimation for machine learning and signal processing}, booktitle = {}, year = 2013, } @inproceedings{CTT100660108, author = {Liu, S. and Quinn, J. and Gutmann, M.U. and &Sugiyama, M.}, title = {Direct learning of sparse changes in Markov networks by density ratio estimation}, booktitle = {IEICE technical report}, year = 2013, } @inproceedings{CTT100660075, author = {Song Liu and John Quinn and M.U. Gutmann and Masashi Sugiyama}, title = {Direct learning of sparse changes in Markov networks by density ratio estimation}, booktitle = {}, year = 2013, } @inproceedings{CTT100660080, author = {Masashi Sugiyama and K Ogawa}, title = {Infinitesimal annealing for training semi-supervised support vector machines}, booktitle = {}, year = 2013, } @inproceedings{CTT100660120, author = {Yamada, M. and Jitkrittum, W. and Sigal, L. and Xing, E.P. and Sugiyama, M.}, title = {High-dimensional feature selection by feature-wise kernelized lasso}, booktitle = {}, year = 2013, } @inproceedings{CTT100660109, author = {Sainui, J. and &Sugiyama, M.}, title = {Direct approximation of quadratic mutual information and its application to dependence-maximization clustering}, booktitle = {IEICE Technical Report}, year = 2013, } @inproceedings{CTT100660118, author = {Ogawa, K. and Takeuchi, I. and & Sugiyama, M.}, title = {A homotopy approach for nonconvex disjunctive programs in machine learning}, booktitle = {}, year = 2013, } @inproceedings{CTT100660077, author = {Gang Niu and B Dai and Hirotaka Hachiya and Masashi Sugiyama and Wittawat Jitkrittum}, title = {Squared-loss mutual information regularization}, booktitle = {}, year = 2013, } @inproceedings{CTT100660127, author = {Nakajima, S. and Sugiyama, M. and & Babacan, D.}, title = {Foreground/background video separation by segmentaion-based generalized matrix factorization}, booktitle = {}, year = 2012, } @inproceedings{CTT100641861, author = {高木 潤 and 杉山 将 and 木村 昭悟 and 八谷 大岳 and 大石 康智 and 山田 誠.}, title = {簡易半教師付確率的分類器を用いた自動メディアアノテーション}, booktitle = {画像の認識・理解シンポジウム2012 (MIRU2012)論文集}, year = 2012, } @inproceedings{CTT100641840, author = {Masashi Sugiyama}, title = {Artist agent: A reinforcement learning approach to automatic stroke generation in oriental ink painting}, booktitle = {29th International Conference on Machine Learning (ICML2012)}, year = 2012, } @inproceedings{CTT100660126, author = {Takagi, J. and Sugiyama, M. and Kimura, A. and Hachiya, H. and Ohishi, Y. and & Yamada, M.}, title = {Automatic media annotation with simple semi-supervised probabilitic classifiers}, booktitle = {}, year = 2012, } @inproceedings{CTT100641839, author = {Masashi Sugiyama}, title = {Semi-supervised learning of class balance under class-prior change by distribution matching.}, booktitle = {29th International Conference on Machine Learning (ICML2012)}, year = 2012, } @inproceedings{CTT100660262, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {F-divergence estimation and two-sample test under semiparametric density-ratio models}, booktitle = {}, year = 2012, } @inproceedings{CTT100660242, author = {Niu, G. and Dai, B. and Yamada, M. and Sugiyama, M.}, title = {Information-theoretic semi-supervised metric learing via entropy regularization.}, booktitle = {Proceedings of 29th International Conference on Machine Learning(ACML2012)}, year = 2012, } @inproceedings{CTT100639533, author = {山下 晃弘 and 杉山 将 and 北川 克一 and 小林 央.}, title = {複数波長統合型局所モデル適合法による光干渉表面形状測定}, booktitle = {2012年度精密工学会春季大会学術講演会講演論文集}, year = 2012, } @inproceedings{CTT100660132, author = {Ogawa, K. and Takeuchi, I. and & Sugiyama, M.}, title = {A study on an optimization algorithm for semi-supervised SVM using parametric programing}, booktitle = {IEICE Technical Report}, year = 2012, } @inproceedings{CTT100639534, author = {小川 晃平 and 竹内 一郎 and 杉山 将.}, title = {パラメトリック計画法を用いたS3VMの最適化手法に関する一考察}, booktitle = {電子情報通信学会技術研究報告, IBISML2012-1,}, year = 2012, } @inproceedings{CTT100639527, author = {Sugiyama, M. and Kanamori, T. and Suzuki, T. and du Plessis, M. C. and Liu, S. and Takeuchi, I.}, title = {Density difference estimation.}, booktitle = {IEICE Technical Report, IBISML2012-8}, year = 2012, } @inproceedings{CTT100639520, author = {Masashi Sugiyama}, title = {Fast learning rate of multiple kernel learning: Trade-off between sparsity and smoothness.}, booktitle = {JMLR Workshop and Conference Proceedings}, year = 2012, } @inproceedings{CTT100639526, author = {Magrans de Abril, I. and Sugiyama, M.}, title = {Winning the Kaggle Algorithmic Trading Challenge with the composition of many models and feature engineering.}, booktitle = {IEICE Technical Report, IBISML2012-12}, year = 2012, } @inproceedings{CTT100639519, author = {Masashi Sugiyama}, title = {Least-squares probabilistic classifier: A computationally efficient alternative to kernel logistic regression.}, booktitle = {International Workshop on Statistical Machine Learning for Speech Processing (IWSML2012),}, year = 2012, } @inproceedings{CTT100639518, author = {Masashi Sugiyama}, title = {Computationally efficient multi-label classification by least-squares probabilistic classifier.}, booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2012),}, year = 2012, } @inproceedings{CTT100639525, author = {Sugiyama, M.}, title = {Multiwavelength-integrated local model fitting method for interferometric surface profiling.}, booktitle = {the Japan Society for Precision Engineering 2012 Spring Meeting}, year = 2012, } @inproceedings{CTT100634719, author = {Kobayashi, T. and Sugiyama, M.}, title = {Early stopping heuristics in pool-based incremental active learning for least-squares probabilistic classifier.}, booktitle = {IEICE Technical Report, IBISML2011-106}, year = 2012, } @inproceedings{CTT100634717, author = {Jitkrittum, W. and Hachiya, H. and Sugiyama, M.}, title = {Feature selection via l1-penalized squared-loss mutual information.}, booktitle = {IEICE Technical Report, IBISML2011-197}, year = 2012, } @inproceedings{CTT100634714, author = {Niu, G. and Jitkrittum, W. and Hachiya, H. and Dai, B. and Sugiyama, M.}, title = {Squared-loss mutual information regularization.}, booktitle = {IEICE Technical Report, IBISML2011-108}, year = 2012, } @inproceedings{CTT100634695, author = {杉山将}, title = {Sequential change-point detection based on direct density-ratio estimation.}, booktitle = {Statistical Analysis and Data Mining,}, year = 2012, } @inproceedings{CTT100634721, author = {Kurihara, N. and Sugiyama, M.}, title = {Improving importance estimation in pool-based batch active learning for approximate linear regression.}, booktitle = {IEICE Technical Report, IBISML2011-105}, year = 2012, } @inproceedings{CTT100633489, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Statistical analysis of kernel-based density-ratio estimators.}, booktitle = {IEICE Technical Report, IBISML2010-110}, year = 2012, } @inproceedings{CTT100634727, author = {Zhao, T. and Hachiya, H. and Sugiyama, M.}, title = {Importance-weighted policy gradients with parameter-based exploration.}, booktitle = {IEICE Technical Report, IBISML2011-95}, year = 2012, } @inproceedings{CTT100634724, author = {Du Plessis, M. C. and Sugiyama, M.}, title = {Semi-supervised learning of class-prior probabilities under class-prior change.}, booktitle = {IEICE Technical Report, IBISML2011-102}, year = 2012, } @inproceedings{CTT100633472, author = {Masashi Sugiyama}, title = {Maximum volume clustering.}, booktitle = {JMLR Workshop and Conference Proceedings}, year = 2012, } @inproceedings{CTT100633459, author = {Tomioka, R and Suzuki T and Sugiyama}, title = {Super-linear convergence of dual augmented Lagrangian algorithm for sparsity regularized estimation.}, booktitle = {Journal of Machine Learning Research}, year = 2012, } @inproceedings{CTT100633554, author = {高木 潤 and 大石 康智 and 木村 昭悟 and 杉山 将 and 亀岡 弘和.}, title = {半教師付き正準密度推定法に基づく音響信号の自動タグ付けと検索.}, booktitle = {}, year = 2012, } @inproceedings{CTT100633555, author = {森村 哲郎 and 杉山 将 and 鹿島 久嗣 and 八谷 大岳 and 田中 利幸.}, title = {動的計画法によるリターン分布推定.}, booktitle = {電子情報通信学会技術研究報告, IBISML2010-98,}, year = 2012, } @inproceedings{CTT100633562, author = {木村 昭悟 and 杉山 将 and 亀岡 弘和 and 坂野 鋭.}, title = {拡張ペアワイズ表現を用いた一般化多変量解析.}, booktitle = {画像の認識・理解シンポジウム2011 (MIRU2011)論文集,}, year = 2012, } @inproceedings{CTT100633563, author = {山中 正雄 and 真継 優和 and 杉山 将.}, title = {密度比推定による画像中の注目領域検出手法.}, booktitle = {平成２３年電気学会産業応用部門大会,}, year = 2012, } @inproceedings{CTT100633564, author = {山中 正雄 and 杉山 将 and 真継 優和.}, title = {イベントカテゴリ学習なしでのイベント検出.}, booktitle = {ビジョン技術の実利用ワークショップ2011 (ViEW2011)講演論文集}, year = 2012, } @inproceedings{CTT100633507, author = {Nam, H. and Hachiya, H. and Sugiyama, M.}, title = {Computationally efficient multi-label classification by least-squares probabilistic classifier.}, booktitle = {IEICE Technical Report, IBISML2011-73}, year = 2012, } @inproceedings{CTT100633508, author = {Liu, S. and Yamada, M. and Sugiyama, M.}, title = {Generalization of matrix factorization for robust PCA.}, booktitle = {IEICE Technical Report, IBISML2011-70}, year = 2012, } @inproceedings{CTT100633509, author = {Nakajima, S. and Sugiyama, M. and Babacan, D.}, title = {Generalization of matrix factorization for robust PCA.}, booktitle = {IEICE Technical Report, IBISML2011-61}, year = 2012, } @inproceedings{CTT100633501, author = {Zhao, T. and Hachiya, H. and Niu, G. and Sugiyama, M.}, title = {Analysis and improvement of policy gradient estimation.}, booktitle = {IEICE Technical Report, IBISML2011-12}, year = 2012, } @inproceedings{CTT100633510, author = {Hachiya, H. and Morimura, T. and Makino, T. and Sugiyama, M.}, title = {Modified Newton approach to policy search.}, booktitle = {IEICE Technical Report, IBISML2011-54}, year = 2012, } @inproceedings{CTT100633543, author = {Sugiyama, M}, title = {Density-ratio estimation: A new versatile tool for machine learning.}, booktitle = {}, year = 2012, } @inproceedings{CTT100633546, author = {山中 正雄 and 真継 優和 and 杉山 将.}, title = {密度比推定の画像中の注目領域検出への応用.}, booktitle = {画像の認識・理解シンポジウム2010 (MIRU2010)論文集}, year = 2012, } @inproceedings{CTT100633547, author = {木村 昭悟 and 中野 拓帆 and 杉山 将 and 亀岡 弘和 and 前田 英作 and 坂野 鋭.}, title = {SSCDE: 画像認識検索のための半教師付正準密度推定法.}, booktitle = {画像の認識・理解シンポジウム2010 (MIRU2010)論文集}, year = 2012, } @inproceedings{CTT100633496, author = {Yamada, M. and Niu, G. and Takagi, J. and Sugiyama, M.}, title = {Sufficient component analysis for supervised dimension reduction.}, booktitle = {}, year = 2012, } @inproceedings{CTT100633495, author = {Kimura, M. and Sugiyama, M.}, title = {Dependence-maximization clustering with least-squares mutual information.}, booktitle = {}, year = 2012, } @inproceedings{CTT100633494, author = {Takeuchi, I. and Sugiyama, M.}, title = {Adaptive target neighbor change for feature weighting in nearest neighbor classification.}, booktitle = {}, year = 2012, } @inproceedings{CTT100633492, author = {Suzuki, T. and Tomioka, R. and Sugiyama, M.}, title = {Fast convergence rate of multiple kernel learning with elastic-net regularization.}, booktitle = {IEICE Technical Report, IBISML2010-126}, year = 2012, } @inproceedings{CTT100633505, author = {Nakajima, S. and Sugiyama, M. and Babacan, D.}, title = {Global solution of variational Bayesian matrix factorization under matrix-wise independence.}, booktitle = {IEICE Technical Report, IBISML2011}, year = 2012, } @inproceedings{CTT100633504, author = {Karasuyama, M. and Sugiyama, M.}, title = {Canonical correlation analysis based on squared-loss mutual information.}, booktitle = {IEICE Technical Report, IBISML2011}, year = 2012, } @inproceedings{CTT100633490, author = {Sugiyama, M. and Yamada, M. and Kimura, M. and Hachiya, H.}, title = {Information-maximization clustering: Analytic solution and model selection.}, booktitle = {IEICE Technical Report, IBISML2010-114}, year = 2012, } @inproceedings{CTT100633553, author = {金森 敬文 and 鈴木 大慈 and 杉山 将.}, title = {密度比の推定による２標本検定.}, booktitle = {2010年度統計関連学会連合大会,}, year = 2012, } @inproceedings{CTT100633481, author = {Ueki, K. and Sugiyama, M. and Ihara, Y. and Fujita, M.}, title = {Multi-race age estimation based on the combination of multiple classifiers.}, booktitle = {the First Asian Conference on Pattern Recognition (ACPR2011),}, year = 2012, } @inproceedings{CTT100633480, author = {Yamada, M. and Niu, G. and Takagi, J. and Sugiyama, M.}, title = {Computationally efficient sufficient dimension reduction via squared-loss mutual information.}, booktitle = {the Third Asian Conference on Machine Learning (ACML2011), JMLR Workshop and Conference Proceedings}, year = 2012, } @inproceedings{CTT100633479, author = {Matsugu, M. and Yamanaka, M. and Sugiyama, M.}, title = {Detection of activities and events without explicit categorization.}, booktitle = {Proceedings of the 3rd International Workshop on Video Event Categorization, Tagging and Retrieval for Real-World Applications (VECTaR2011),}, year = 2012, } @inproceedings{CTT100633478, author = {Karasuyama, M. and Harada, N. and Sugiyama, M. and Takeuchi, I.}, title = {Multi-parametric solution-path algorithm for instance-weighted support vector machines.}, booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP2011)}, year = 2012, } @inproceedings{CTT100633477, author = {Yamada, M. and Sugiyama, M.}, title = {Direct density-ratio estimation with dimensionality reduction via hetero-distributional subspace analysis.}, booktitle = {the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI2011),}, year = 2012, } @inproceedings{CTT100633476, author = {Ide, T. and Sugiyama, M.}, title = {Trajectory regression on road networks.}, booktitle = {the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI2011),}, year = 2012, } @inproceedings{CTT100633475, author = {Sugiyama, M. and Yamada, M. and Kimura, M. and Hachiya, H.}, title = {On information-maximization clustering: tuning parameter selection and analytic solution.}, booktitle = {28th International Conference on Machine Learning (ICML2011)}, year = 2012, } @inproceedings{CTT100660239, author = {Kimura, A. and Sugiyama, M. and Kameoka, H. and Sakano, H.}, title = {Designing various component analysis at will}, booktitle = {21st International Conference on Pattern Recognition}, year = 2012, } @inproceedings{CTT100660238, author = {Nakajima, S. and Tomioka, R. and Sugiyama, M. and Babacan, D.}, title = {Perfect dimensionality recovery by variational Bayesian PCA.}, booktitle = {Advances in Neural Information Processing Systems 25}, year = 2012, } @inproceedings{CTT100660235, 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, } @inproceedings{CTT100660131, author = {Yamada, M. and Sugiyama, M.}, title = {Multimedia Information processing with mutual information}, booktitle = {}, year = 2012, } @inproceedings{CTT100660130, author = {Zhao, T. and Hachiya, H. and & Sugiyama, M.}, title = {Efficient data reuse in robot control learning via importnace sampling}, booktitle = {}, year = 2012, } @inproceedings{CTT100660125, author = {Sugiyama, M.}, title = {Machine Learning by density ratio estimation}, booktitle = {Annual Conference onthe Japan Society for industrial and Applied Mathematics}, year = 2012, } @inproceedings{CTT100660124, author = {Takeuchi, I. and Ogawa, K. and & Sugiyama, M.}, title = {Homotopy methods for non-convex optimization in machine learning}, booktitle = {}, year = 2012, } @inproceedings{CTT100660123, author = {Kimura, A. and Sugiyama, M. and Sakano, H. and & Kameoka, H.}, title = {Designing various multivariate analysis at will via generalized pairwise expression}, booktitle = {IPSJ Transactions on Mathematical Modeling and Its Applications}, year = 2012, } @inproceedings{CTT100660122, author = {Kimura, A. and Sugiyam, M. and Nakano, T. and Kameoka, H. and Sakano, H. and Maeda, E. and & Ishiguro, K.}, title = {SemiCCA:Efficient semi-supervised learning of canonical correlations}, booktitle = {IPSJ Transactions on Mathematical Modeling and its Applications}, year = 2012, } @inproceedings{CTT100660121, author = {Yamada, M. and Matsugu, M. and & Sugiyama, M.}, title = {Salient Object detection based on direct density-ratio estimation}, booktitle = {IPSJ Transactions on Mathematical Modeling and Its Applications}, year = 2012, } @inproceedings{CTT100660117, author = {Khan, R.R. and Sugiyama, M.}, title = {Least squares conditional density estimation in semi-supervised learning settings}, booktitle = {}, year = 2012, } @inproceedings{CTT100660112, author = {Takeuchi, I. and Ogawa, K. and &Sugiyama, M.}, title = {Parametric programming approach for non-convex problems in machine learning}, booktitle = {}, year = 2012, } @inproceedings{CTT100660240, author = {Liu, S. and Yamada, M. and Collier, N. and Sugiyama, M.}, title = {Change-point detection in time-series data by relative density-ratio estimation.}, booktitle = {Structural, Syntacic ,and statistical Pattern Recognition, Lecture Notes in Compurter Science,Berlin,Sprenger,2012}, year = 2012, } @inproceedings{CTT100660241, author = {Nakajima, S. and Sugiyama, M. and Babacan, D.}, title = {Sparse additive matrix factorizationfor robust PCA and its generalization.}, booktitle = {JMLR Workshop and Conference Proceedings}, year = 2012, } @inproceedings{CTT100660253, author = {Sugiyama, M.}, title = {Overview of recent advances in density ratio estimation}, booktitle = {}, year = 2012, } @inproceedings{CTT100633483, author = {Nakajima, S. and Sugiyama, M. and Babacan, D.}, title = {Global solution of fully-observed variational Bayesian matrix factorization is column-wise independent.}, booktitle = {Advances in Neural Information Processing Systems 24}, year = 2011, } @inproceedings{CTT100633542, author = {Yamanaka, M. and Sugiyama, M. and Matsugu, M.}, title = {Detection of events without the event category learning.}, booktitle = {Vision Engineering Workshop 2011 (ViEW2011)}, year = 2011, } @inproceedings{CTT100633485, author = {Yamada, M. and Suzuki, T. and Kanamori, T. and Hachiya, H. and Sugiyama, M.}, title = {Relative density-ratio estimation for robust distribution comparison.}, booktitle = {Advances in Neural Information Processing Systems 24}, year = 2011, } @inproceedings{CTT100633484, author = {Zhao, T. and Hachiya, H. and Niu, G. and Sugiyama, M}, title = {Analysis and improvement of policy gradient estimation.}, booktitle = {Advances in Neural Information Processing Systems 24}, year = 2011, } @inproceedings{CTT100633482, author = {Takeuchi, I. and Sugiyama, M.}, title = {Target neighbor consistent feature weighting for nearest neighbor classification.}, booktitle = {Advances in Neural Information Processing Systems 24,}, year = 2011, } @inproceedings{CTT100633541, author = {Yamada, M. and Suzuki, T. and Hachiya, H. and Sugiyama, M.}, title = {Relative density-ratio estimation for robust distribution comparison.}, booktitle = {IEICE Technical Report, IBISML2011-46}, year = 2011, } @inproceedings{CTT100633506, author = {Yamanaka, M. and Matsugu, M. and Sugiyama, M.}, title = {Automatic detection of regions of interest based on density ratio estimation.}, booktitle = {2011 Annual Conference of I.E.E. of Japan, Industry Applications Society,,}, year = 2011, } @inproceedings{CTT100633503, author = {Xie, N. and Hachiya, H. and Sugiyama, M.}, title = {Artist agent (A^2): Stroke painterly rendering based on reinforcement learning.}, booktitle = {IEICE Technical Report, IBISML2011-30}, year = 2011, } @inproceedings{CTT100633474, author = {Takagi, J. and Ohishi, Y. and Kimura, A. and Sugiyama, M. and Yamada, M. and Kameoka, H.}, title = {Automatic audio tag classification via semi-supervised canonical density estimation.}, booktitle = {28th International Conference on Machine Learning (ICML2011)}, year = 2011, } @inproceedings{CTT100633498, author = {Makoto Yamada and Masashi Sugiyama}, title = {Direct density-ratio estimation with dimensionality reduction via hetero-distributional subspace analysis.}, booktitle = {IEICE Technical Report, IBISML2011-1}, year = 2011, } @inproceedings{CTT100633499, author = {Niu, G. and Dai, B. and Yamada, M. and Sugiyama, M.}, title = {SERAPH: Semi-supervised metric learning paradigm with hyper sparsity.}, booktitle = {IEICE Technical Report, IBISML2011-8}, year = 2011, } @inproceedings{CTT100633500, author = {Du Plessis, M. C. and Yamada, M. and Sugiyama, M.}, title = {Estimation of squared-loss mutual information from paired and unpaired samples.}, booktitle = {IEICE Technical Report, IBISML2011-11}, year = 2011, } @inproceedings{CTT100633502, author = {Kimura, A. and Sugiyama, M. and Kameoka, H. and Sakano, H.}, title = {Generalized multivariate analysis wih extended pairwise expression.}, booktitle = {Meeting on Image Recognition and Understanding 2011 (MIRU2011),}, year = 2011, } @inproceedings{CTT100633473, author = {Yamada, M. and Sugiyama, M.}, title = {Cross-domain object matching with model selection}, booktitle = {JMLR Workshop and Conference Proceedings}, year = 2011, } @inproceedings{CTT100619629, author = {Mori, S. and Sugiyama, M. and Ogawa, H. and Kitagawa, K. and Irie, K.}, title = {Automatic parameter optimization of the local model fitting method for single-shot surface profiling.}, booktitle = {the Japan Society for Precision Engineering 2011 Spring Meeting}, year = 2011, } @inproceedings{CTT100619614, author = {Masashi Sugiyama}, title = {Improving the accuracy of least-squares probabilistic classifiers.}, booktitle = {IEICE Technical Report, IBISML2010-32}, year = 2011, } @inproceedings{CTT100633560, author = {森 翔悟 and 杉山 将 and 小川 英光 and 北川 克一 and 入江 慧.}, title = {ワンショット表面形状測定における局所モデル適合法のパラメータ自動最適化.}, booktitle = {2011年度精密工学会春季大会学術講演会講演論文集,}, year = 2011, } @inproceedings{CTT100619620, author = {Sugiyama, M. and Suzuki, T. and Kanamori, T.}, title = {A unified framework of density ratio estimation under Bregman divergence.}, booktitle = {IEICE Technical Report, IBISML2010-64}, year = 2011, } @inproceedings{CTT100619622, author = {Niu, G. and Dai, B. and Shang, L. and Sugiyama, M.}, title = {Maximum volume clustering}, booktitle = {}, year = 2011, } @inproceedings{CTT100633491, author = {Nakajima, S. and Sugiyama, M. and Babacan, D.}, title = {On automatic dimensionality selection in probabilistic PCA.}, booktitle = {IEICE Technical Report, IBISML2010-123}, year = 2011, } @inproceedings{CTT100633493, author = {Hachiya, H. and Sugiyama, M. and Ueda, N.}, title = {Importance-weighted least-squares probabilistic classifier for covariate shift adaptation with application to human activity recognition.}, booktitle = {}, year = 2011, } @inproceedings{CTT100633497, author = {Niu, G. and Dai, B. and Shang, L. and Sugiyama, M.}, title = {Maximum volume clustering.}, booktitle = {}, year = 2011, } @inproceedings{CTT100633559, author = {伊原 康行 and 杉山 将 and 植木 一也 and 藤田 光洋.}, title = {複数識別器の重み付き統合による多人種の年代識別.}, booktitle = {動的画像処理実利用化ワークショップ2011(DIA2011)予稿集}, year = 2011, } @inproceedings{CTT100619582, author = {Sugiyama, M. and Yamada, M. and von Bünau, P. and Suzuki, T. and Kanamori, T. and Kawanabe, M.}, title = {Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search.}, booktitle = {Neural Networks}, year = 2011, } @inproceedings{CTT100619580, author = {Masashi Sugiyama}, title = {Least-squares independent component analysis}, booktitle = {Neural Computation,}, year = 2011, } @inproceedings{CTT100633457, author = {杉山将}, title = {Improving the accuracy of least-squares probabilistic classifiers.}, booktitle = {IEICE Transactions on Information and Systems}, year = 2011, } @inproceedings{CTT100633458, author = {杉山将}, title = {Least-squares independence test.}, booktitle = {IEICE Transactions on Information and Systems}, year = 2011, } @inproceedings{CTT100633460, author = {Wang, L. and Sugiyama, M. and Jing, Z. and Yang, C. and Zhou Z.-H. and Feng, J.}, title = {A refined margin analysis for boosting algorithms via equilibrium margin.}, booktitle = {Journal of Machine Learning Research}, year = 2011, } @inproceedings{CTT100633462, author = {Mori, S. and Ogawa, H. and Kitagawa, K. and Irie, K. and Sugiyama, M. and Ogawa, H. and Kitagawa, K. and Irie, K.}, title = {Automatic parameter optimization of the local model fitting method for single-shot surface profiling.}, booktitle = {Applied Optics}, year = 2011, } @inproceedings{CTT100619583, author = {Simm, J. and Sugiyama, M. and Kato, T.}, title = {Computationally efficient multi-task learning with least-squares probabilistic classifiers.}, booktitle = {IPSJ Transactions on Computer Vision and Applications}, year = 2011, } @inproceedings{CTT100633455, author = {杉山将}, title = {Lighting condition adaptation for perceived age estimation}, booktitle = {IEICE Transactions on Information and Systems}, year = 2011, } @inproceedings{CTT100633456, author = {杉山将}, title = {The degrees of freedom of partial least squares regression.}, booktitle = {Journal of the American Statistical Association,}, year = 2011, } @inproceedings{CTT100619581, author = {Hido, S. and Tsuboi, Y. and Kashima, H. and Sugiyama, M. and Kanamori, T.}, title = {Statistical outlier detection using direct density ratio estimation.}, booktitle = {Knowledge and Information Systems}, year = 2011, } @inproceedings{CTT100633558, author = {山中 正雄 and 真継 優和 and 杉山 将.}, title = {密度比推定による複数の視覚的顕著度を用いた画像中の注目領域検出手法.}, booktitle = {ビジョン技術の実利用ワークショップ2010 (ViEW2010)講演論文集}, year = 2010, } @inproceedings{CTT100619627, author = {Yamanaka, M. and Matsugu, M. and Sugiyama, M.}, title = {Automatic detection of regions of interest using multiple visual saliency measures based on density ratio estimation.}, booktitle = {Vision Engineering Workshop 2010 (ViEW2010)}, year = 2010, } @inproceedings{CTT100619628, author = {Masashi Sugiyama}, title = {Coping with new user problems: Transfer learning in accelerometer-based human activity recognition.}, booktitle = {}, year = 2010, } @inproceedings{CTT100619626, author = {Takagi, J. and Ohishi, Y. and Kimura, A. and Sugiyama, M. and Yamada, M. and Kameoka, H.}, title = {Automatic audio tagging and retrieval based on semi-supervised canonical density estimation.}, booktitle = {IEICE Technical Report, PRMU2010-126}, year = 2010, } @inproceedings{CTT100619621, author = {Yamada, M. and Sugiyama, M.}, title = {Cross-domain object matching via maximization of squared-loss mutual information}, booktitle = {IEICE Technical Report, IBISML2010-61}, year = 2010, } @inproceedings{CTT100619588, author = {Masashi Sugiyama}, title = {Single versus multiple sorting in all pairs similarity search.}, booktitle = {JMLR Workshop and Conference Proceedings}, year = 2010, } @inproceedings{CTT100619617, author = {Takagi, J. and Ohishi, Y. and Kimura, A. and Sugiyama, M. and Kameoka, H.}, title = {Automatic audio tagging and retrieval based on semi-supervised canonical density estimation.}, booktitle = {}, year = 2010, } @inproceedings{CTT100619618, author = {Nakajima, S. and Sugiyama, M. and Tomioka, R.}, title = {Global analytic solution for variational Bayesian matrix factorization and its model-induced regularization}, booktitle = {IEICE Technical Report, IBISML2010-99}, year = 2010, } @inproceedings{CTT100619619, author = {Morimura, T. and Sugiyama, M. and Kashima, H. and Hachiya, H. and Tanaka, T.}, title = {Return density estimation with dynamic programming.}, booktitle = {IEICE Technical Report, IBISML2010-98}, year = 2010, } @inproceedings{CTT100619623, author = {Nakajima, S. and Sugiyama, M.}, title = {Model-induced regularization.}, booktitle = {}, year = 2010, } @inproceedings{CTT100619624, author = {Masashi Sugiyama}, title = {Dependence minimizing regression with model selection for non-linear causal inference under non-Gaussian noise}, booktitle = {}, year = 2010, } @inproceedings{CTT100619625, author = {Masashi Sugiyama}, title = {Feature selection for reinforcement learning: Evaluating implicit state-reward dependency via conditional mutual information.}, booktitle = {}, year = 2010, } @inproceedings{CTT100619611, author = {Morimura, T. and Sugiyama, M. and Kashima, H. and Hachiya, H. and Tanaka, T.}, title = {Convergence analysis of dynamic programming for distributional Bellman equation}, booktitle = {Electronics, Information and Systems Society}, year = 2010, } @inproceedings{CTT100619613, author = {Simm, J. and Sugiyama, M. and Kato, T.}, title = {Multi-task learning with least-squares probabilistic classifiers.}, booktitle = {IEICE Technical Report, IBISML2010-32}, year = 2010, } @inproceedings{CTT100633551, author = {鈴木 大慈 and 冨岡 亮太 and 杉山 将.}, title = {Elasticnet型正則化を用いたMultiple Kernel Learningの漸近的性質について.}, booktitle = {2010年度統計関連学会連合大会,}, year = 2010, } @inproceedings{CTT100633549, author = {森村 哲郎 and 杉山 将 and 鹿島 久嗣 and 八谷 大岳 and 田中 利幸.}, title = {分布Bellman方程式における動的計画法の収束性解析}, booktitle = {電気学会 電子・情報・システム部門大会}, year = 2010, } @inproceedings{CTT100619612, author = {Sugiyama, M. and Suzuki, T. and Itoh, Y. and Kanamori, T. and Kimura, M.}, title = {A density ratio approach to two-sample test.}, booktitle = {IEICE Technical Report, IBISML2010-48}, year = 2010, } @inproceedings{CTT100619616, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Two-sample test by density ratio estimation.}, booktitle = {The 2010 Japanese Joint Statistical Meeting}, year = 2010, } @inproceedings{CTT100611622, author = {Hachiya, H. and Sugiyama, M.}, title = {Feature selection for reinforcement learning: Evaluating implicit state-reward dependency via conditional mutual information.}, booktitle = {In Machine Learning and Knowledge Discovery in Databases, Lecture Notes in Computer Science}, year = 2010, } @inproceedings{CTT100619615, author = {Suzuki, T. and Tomioka, R. and Sugiyama, M.}, title = {On asymptotic properties of multiple kernel learning with elasticnet-type regularization.}, booktitle = {The 2010 Japanese Joint Statistical Meeting}, year = 2010, } @inproceedings{CTT100611620, author = {Takeda, A. and Gotoh, J. and Sugiyama, M.}, title = {Support vector regression as conditional value-at-risk minimization with application to financial time-series analysis.}, booktitle = {In Proceedings of IEEE International Workshop on Machine Learning for Signal Processing (MLSP2010)}, year = 2010, } @inproceedings{CTT100611621, author = {Sugiyama, M. and Simm, J.}, title = {A computationally-efficient alternative to kernel logistic regression.}, booktitle = {In Proceedings of IEEE International Workshop on Machine Learning for Signal Processing (MLSP2010),}, year = 2010, } @inproceedings{CTT100611617, author = {Kimura, A. and Kameoka, H. and Sugiyama, M. and Maeda, E. and Sakano, H. and Ishiguro, K.}, title = {SemiCCA: Efficient semi-supervised learning of canonical correlations}, booktitle = {In Proceedings of 20th International Conference on Pattern Recognition (ICPR2010),}, year = 2010, } @inproceedings{CTT100611618, author = {Ueki, K. and Sugiyama, M. and Ihara, Y.}, title = {Perceived age estimation under lighting condition change by covariate shift adaptation.}, booktitle = {In Proceedings of 20th International Conference on Pattern Recognition (ICPR2010),}, year = 2010, } @inproceedings{CTT100611629, author = {Kato, T. and Kashima, H. and Sugiyama, M. and Asai, K.}, title = {Using local constraints for multi-task learning algorithm.}, booktitle = {In Proceedings of Meeting on Image Recognition and Understanding 2010 (MIRU2010)}, year = 2010, } @inproceedings{CTT100633548, author = {加藤 毅 and 鹿島 久嗣 and 杉山 将 and 浅井 潔.}, title = {局所制約を用いた多タスク学習アルゴリズム.}, booktitle = {画像の認識・理解シンポジウム2010 (MIRU2010)論文集}, year = 2010, } @inproceedings{CTT100608870, author = {Yamada, M. and Sugiyama, M.}, title = {Dependence minimizing regression with model selection for non-linear causal inference under non-Gaussian noise.}, booktitle = {In Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI2010)}, year = 2010, } @inproceedings{CTT100611627, author = {Yamanaka, M. and Matsugu, M. and Sugiyama, M.}, title = {Application of density ratio estimation to region-of-interest detection in images.}, booktitle = {In Proceedings of Meeting on Image Recognition and Understanding 2010 (MIRU2010),}, year = 2010, } @inproceedings{CTT100608865, author = {Tomioka, R. and Suzuki, T. and Sugiyama, M. and Kashima, H.}, title = {An efficient and general augmented Lagrangian algorithm for learning low-rank matrices.}, booktitle = {Proceeding of 27th International Conference on Machine Learning (ICML2010)}, year = 2010, } @inproceedings{CTT100611628, author = {Kimura, A. and Nakano, T. and Sugiyama, M. and Kameoka, H. and Maeda, E. and Sakano, H.}, title = {SSCDE: Semi-supervised canonical density estimation for automatic image annotation retrieval.}, booktitle = {In Proceedings of Meeting on Image Recognition and Understanding 2010 (MIRU2010),}, year = 2010, } @inproceedings{CTT100608869, author = {Morimura, T. and Sugiyama, M. and Kashima, H. and Hachiya, H. and Tanaka, T.}, title = {Parametric return density estimation for reinforcement learning.}, booktitle = {In Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence(UAI2010)}, year = 2010, } @inproceedings{CTT100608867, author = {Nakajima, S. and Sugiyama, M.}, title = {On non-identifiability of Bayesian matrix factorization models.}, booktitle = {Proceeding of 27th International Conference on Machine Learning (ICML2010)}, year = 2010, } @inproceedings{CTT100608861, author = {Morimura, T. and Sugiyama, M. and Kashima, H. and Hachiya, H. and Tanaka, T.}, title = {Nonparametric return distribution approximation for reinforcement learning.}, booktitle = {Proceeding of 27th International Conference on Machine Learning(ICML2010)}, year = 2010, } @inproceedings{CTT100611626, author = {Kashima, H. and Yamanishi, Y. and Kato, T. and Sugiyama, M. and Tsuda, K.}, title = {Simultaneous inference of multiple biologinal networks.}, booktitle = {IPSJ SIG Technical Report}, year = 2010, } @inproceedings{CTT100611625, author = {Sugiyama, M.}, title = {Advances in statistical machine learning: An approach based on probability density ratios.}, booktitle = {IEICE Technical Report, IBISML2010-1}, year = 2010, } @inproceedings{CTT100611624, author = {Hachiya, H. and Sugiyama, M.}, title = {New feature selection method for reinforcement learning: Conditional mutual information reveals implicit state-reward dependency.}, booktitle = {IEICE Technical Report, IBISML2010-21}, year = 2010, } @inproceedings{CTT100611623, author = {Yamada, M. and Sugiyama, M.}, title = {Dependence minimizing regression with model selection for non-linear causal inference under non-Gaussian noise.}, booktitle = {IEICE Technical Report, IBISML2010-22}, year = 2010, } @inproceedings{CTT100605113, author = {Suzuki, T. and Sugiyama, M.}, title = {Sufficient dimension reduction via squared-loss mutual information estimation.}, booktitle = {In Proceeding of Thirteen International Conference on Artificial Intelligence and Statistics (AISTATS2010)}, year = 2010, } @inproceedings{CTT100605115, author = {Ueki, K. and Sugiyama, M. and Ihara, Y.}, title = {Semi-supervised estimation of perceived age from face images.}, booktitle = {In Proceeding of International Conference on Conputer Vision Theory and Applications (VISAPP2010)}, year = 2010, } @inproceedings{CTT100605114, author = {Sugiyama, M. and Takeuchi, I. and Kanamori, T. and Suzuki, T. and Hachiya, H. and Okanohara, D.}, title = {Conditional density estimation via least-squares density ratio estimation.}, booktitle = {In Proceedings of Thirteenth Conference on Artificial Intelligence and Statistics (AISTATS2010),}, year = 2010, } @inproceedings{CTT100605112, author = {Sugiyama, M. and Hara, S. and von Bünau, P. and Suzuki, T. and Kanamori, T. and Kawanabe, M.}, title = {Direct density ratio estimation with dimensionality reduction.}, booktitle = {Proceeding of the 10th SIAM International Conference on Data Mining(SDM2010)}, year = 2010, } @inproceedings{CTT100604567, author = {Krämer, N. and Sugiyama, M. and Braun, M.}, title = {The degrees of freedom of partial least squares regression.}, booktitle = {}, year = 2010, } @inproceedings{CTT100601117, author = {Yamada, M. and Sugiyama, M. and Wichern, G.}, title = {Direct importance estimation with probabilistic principal component analyzers.}, booktitle = {In Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2010)}, year = 2010, } @inproceedings{CTT100605275, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Theoretical analysis of density ratio estimation.}, booktitle = {In Proceedings of the Japanese Society for Artificial Intelligence,}, year = 2010, } @inproceedings{CTT100604566, author = {Gordon, W. and Yamada, M. and Harvey, T. and Sugiyama, M. and Andreas, S.}, title = {Automatic audio tagging using covariate shift adaptation.}, booktitle = {In Proceeding of Acoustical Society of Japan 2010 Spring Meening}, year = 2010, } @inproceedings{CTT100601115, author = {Wichern, G. and Yamada, M. and Thornburg, H. and Sugiyama, M. and Spanias, A.}, title = {Automatic audio tagging using covariate shift adaptation.}, booktitle = {In Proceeding of IEEEInternational Conference on Acoustics, Speech, and Signal Processing(ICASSP2010)}, year = 2010, } @inproceedings{CTT100604562, author = {Kurihara, N. and Sugiyama, M. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {One-shot surface profiling by weighted local model fitting.}, booktitle = {In Proceedings of Dynamic Image Processing for Real Application (DIA2010)}, year = 2010, } @inproceedings{CTT100601116, author = {Yamada, M. and Sugiyama, M. and Wichern, G. and Matsui, T.}, title = {Acceleration of sequence kernel computation for real-time speaker identification.}, booktitle = {In Proceeding of IEEEInternationl Conference on Acoustics,Speech,and Signal Processing(ICASSP2010)}, year = 2010, } @inproceedings{CTT100604497, author = {Kato, T. and Kashima, H. and Sugiyama, M. and Asai, K.}, title = {An SOCP formulation for multi-task learning.}, booktitle = {IPSJ SIG Technical Report}, year = 2010, } @inproceedings{CTT100599913, author = {Sugiyama, M.}, title = {Superfast probabilistic classifier.}, booktitle = {IEICE Technical Report, CQ2009-74}, year = 2010, } @inproceedings{CTT100619589, author = {Masashi Sugiyama}, title = {Global analytic solution for variational Bayesian matrix factorization.}, booktitle = {Advances in Neural Information Processing Systems 23}, year = 2010, } @inproceedings{CTT100599779, author = {Kudo, M. and Imai, H. and Tanaka, A. and Sugiyama, M.}, title = {Urban legends in pattern recognition.}, booktitle = {IEICE Technical Report, PRMU2009-142,}, year = 2009, } @inproceedings{CTT100599773, author = {Simm, J. and Sugiyama, M. and Hirotaka Hachiya}, title = {Improving model-based reinforcement learning with multitask learning.}, booktitle = {IPSJSIGTechnicalReport,}, year = 2009, } @inproceedings{CTT100599766, author = {Tomioka, R. and Suzuki, T. and Sugiyama, M.}, title = {Super-linear convergence of dual augmented Lagrangian algorithm for sparse learning.}, booktitle = {2ndNIPSWorkshop on Optimization for Machine Learning(OPT2009)}, year = 2009, } @inproceedings{CTT100599769, author = {Sugiyama, M. and Takeuchi, I. and Suzuki, T. and Kanamori, T. and Hachiya, H. and Okanohara, D.}, title = {Conditional density estimation based on density ratio estimation.}, booktitle = {IPSJSIGTechnicalReport,}, year = 2009, } @inproceedings{CTT100599763, author = {Ihara, Y. and Sugiyama, M. and Ueki, K.}, title = {Age estimation using covariate shift adaptation.}, booktitle = {In Proceedings of Vision Engineering Workshop 2009 (ViEW2009)}, year = 2009, } @inproceedings{CTT100591986, author = {Kimura, A. and Kameoka, H. and Sugiyama, M. and Maeda, E. and Sakano, H. and Ishiguro, K.}, title = {SemiCCA: Efficient semi-supervised learning of canonical correlations.}, booktitle = {}, year = 2009, } @inproceedings{CTT100592360, author = {Sugiyama, M. and Hara, S. and von Bünau, P. and Suzuki, T. and Kanamori, T. and Kawanabe, M.}, title = {Dimensionality reduction for density ratio estimation based on Pearson divergence maximization.}, booktitle = {}, year = 2009, } @inproceedings{CTT100592358, author = {Sugiyama, M}, title = {Density ratio estimation: A new versatile tool for machine learning.}, booktitle = {Adbances in Machine Learning, Lecture Notes in Artificial Intelligence,}, year = 2009, } @inproceedings{CTT100591982, author = {Simm, J. and Sugiyama, M. and Hachiya, H.}, title = {Observational reinforcement learning.}, booktitle = {Proceedings of 2009 Workshop on Information-Based Induction Sciences (IBIS2009),}, year = 2009, } @inproceedings{CTT100591983, author = {Morimura, T. and Sugiyama, M. and Kashima, H. and Hachiya, H. and Tanaka, T.}, title = {Return distribution estimation for risk-sensitive reinforcement learning.}, booktitle = {}, year = 2009, } @inproceedings{CTT100591984, author = {Kato, T. and Kashima, H. and Sugiyama, M. and Asai, K.}, title = {Second-order cone programming for multi-task learning.}, booktitle = {}, year = 2009, } @inproceedings{CTT100591981, author = {Li, Y. and Koike, Y. and Sugiyama, M.}, title = {A framework of adaptive brain computer interfaces}, booktitle = {In Proceedings of the 2nd International Conference on BioMedical Engineering and Informatics (BMEI09),}, year = 2009, } @inproceedings{CTT100589727, author = {Suzuki, T. and Sugiyama, M.}, title = {Sufficient dimension reduction via squared-loss mutual information estimation.}, booktitle = {The 2009 Japanese Joint Statistical Meeting}, year = 2009, } @inproceedings{CTT100589540, author = {Sugiyama, M. and Kawanabe, M. and Chui, P. L.}, title = {Dimensionality reduction for density ratio estimation in high-dimensional spaces.}, booktitle = {In Proceeding of The Fourth International Workshop on Data-Maining and Statistical Science(DMSS2009)}, year = 2009, } @inproceedings{CTT100589722, author = {Ueki, K. and Sugiyama, M. and Ihara, Y.}, title = {Active sample selection and weighted semi-supervised regression for perceived age estimation.}, booktitle = {In Proceedings of Meeting on Image recognition and Understanding 2009(MIRU2009)}, year = 2009, } @inproceedings{CTT100585563, author = {Sugiyama, M. and Ogawa, H.}, title = {Optimal estimation of values of functions at points of interest by model selection.}, booktitle = {In Proceeding of the Joint Meeting of 23rd Annual Meeting of Japan Neuroscience Society and 10th Annual Meeting of Japanese Neural Network Society,}, year = 2009, } @inproceedings{CTT100585092, author = {Suzuki, T. and Sugiyama, M. and Tanaka, T.}, title = {Mutual information approximation via maximum likelihood estimation of density ratio.}, booktitle = {In Proceeding of 2009 IEEE International Symposium on Information Theory (ISIT2009)}, year = 2009, } @inproceedings{CTT100581938, author = {Sugiyama, M. and Krauledat, M. and Müller,K.-R.}, title = {A method of covariate shift adaptation with application to brain-computer interfacing.}, booktitle = {In Proceeding of 2006 Workshop on Information-Based Induction Sciences(IBIS2006)}, year = 2009, } @inproceedings{CTT100582511, author = {Ogawa, H. and Nakanowatari, A. and Kitagawa, K. and Sugiyama, M.}, title = {3-D profiling of film-covered objects using phase-shifting interferometry.}, booktitle = {In Proceeding of the 2004 Autumn Meeting of the Japan Society for Precision Engineering,}, year = 2009, } @inproceedings{CTT100576712, author = {Sugiyama, M. and Hachiya, H. and Kashima, H. and Morimura, T.}, title = {Least absolute policy iteration for robust value function approximation.}, booktitle = {Proceeding of IEEE International Conference on Robotics and Automation(ICRA2009)}, year = 2009, } @inproceedings{CTT100575329, author = {Krämer, N. and Sugiyama, M. and Braun, M.}, title = {Lanczos approximations for the speedup of kernel partial least squares regression.}, booktitle = {Proceeding of the twelfth International Conference on Artificial Intelligence and Statistics,}, year = 2009, } @inproceedings{CTT100573630, author = {Sugiyama. M. and Hachiya, H. and Akiyama, T.}, title = {Robot control by reinforcement learning: A machine-learning approach.}, booktitle = {In Proceedings of the Society of Instrument and Control Engineers}, year = 2009, } @inproceedings{CTT100573626, author = {Yokota, T. and Sugiyama. M. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {Error analysis of local model fitting method in single-shot surface profiling.}, booktitle = {In Proceedings of the Japan Society for Precision Engineering,}, year = 2009, } @inproceedings{CTT100571985, author = {Sugiyama, M. and Idé, T.}, title = {Semi-supervised local Fisher discriminant analysis for dimensionality reduction.}, booktitle = {Advances in Knowledge Discovery and Data Mining, Lecture Notes in Computer Science}, year = 2009, } @inproceedings{CTT100585256, author = {Takimoto, M. and Matsugu, M. and Sugiyama, M.}, title = {Visual inspection of precision instruments by least-squares outlier detection.}, booktitle = {Proceeding of The Fourth International Workshop on Data-Mining and Statistical Science(DMSS2009)}, year = 2009, } @inproceedings{CTT100585091, author = {Jankovic, M. V. and Sugiyama, M.}, title = {Probabilistic principal component analysis based on joystick probability selector.}, booktitle = {In Proceeding of 2009 International Joint Conference onf Neural Networks(IJCNN2009),}, year = 2009, } @inproceedings{CTT100585250, author = {Ueki, K. and Sugiyama, M. and Ihara, Y.}, title = {Perceived age estimation using weighted regression.}, booktitle = {Proceeding of Symposium on Sensing via Image Infromation(SSII09)}, year = 2009, } @inproceedings{CTT100585251, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Condition number analysis of kernel-based density ratio estimation.}, booktitle = {}, year = 2009, } @inproceedings{CTT100585253, author = {Suzuki, T. and Sugiyama, M.}, title = {Sufficient dimension reduction via squared-loss mutual information estimation.}, booktitle = {Proceeding of The Fourth International Workshop on Data-Mining and Statistical Science(DMSS2009)}, year = 2009, } @inproceedings{CTT100585257, author = {Akiyama, T. and Hachiya, H. and Sugiyama, M.}, title = {Efficient exploration through active learning for value function approximation in reinforcement learning.}, booktitle = {Proceeding of The Fourth International Workshop on Data-Mining and Statistical Science(DMSS2009)}, year = 2009, } @inproceedings{CTT100588524, author = {植木一也 and 杉山将 and 伊原康行}, title = {重み付き回帰による人間の知覚特性を考慮した年齢推定}, booktitle = {第15回画像センシングシンポジウム（ＳＳＩＩ09）予稿集、}, year = 2009, } @inproceedings{CTT100588656, author = {Akiyama, T. and Hachiya, H. and Sugiyama, M.}, title = {Active policy iteration: Efficient exploration through active learning for value function approximation in reinforcement learning.}, booktitle = {In Proceedings of the Twenty-First International Joint Conference on Artificial Intelligence (IJCAI2009),}, year = 2009, } @inproceedings{CTT100589536, author = {Hachiya, H. and Peters, J. and & Sugiyama, M.}, title = {Efficient sample reuse in EM-based policy search.}, booktitle = {Machine Learning and Knowledge Discovery in Databases,}, year = 2009, } @inproceedings{CTT100589723, author = {Takeda, A. and Sugiyama, M.}, title = {Non-convex optimization of extended nu-support vector machine.}, booktitle = {The 20th International Symposium on Mathematical Programming(ISMP2009)}, year = 2009, } @inproceedings{CTT100589724, author = {Tomioka, R. and Suzuki, T. and Sugiyama, M.}, title = {Optimization algorithms for sparse regularization and multiple kernel learning and their applications to CV/PR.}, booktitle = {IEICE Technical Report}, year = 2009, } @inproceedings{CTT100589725, author = {Kanamori, T. and Suzuki, T. and Sugiyama, M.}, title = {Condition number analysis of density ratio estimation.}, booktitle = {}, year = 2009, } @inproceedings{CTT100589728, author = {Yamada, M. and Sugiyama, M. and Wichern, G. and Kondo, K.}, title = {Semi-blind source separation under amient noise condition change.}, booktitle = {In Proceedings of Acoustical Society of Japan 2009 Autumn Meeting}, year = 2009, } @inproceedings{CTT100575397, author = {Kashima, H. and Kato, T. and Yamanishi, Y. and Sugiyama, M. and Tsuda, K.}, title = {Link propagation: A fast semi-supervised learning algorithm for link prediction.}, booktitle = {Proceedings of 2009 SIAM International Conference on Data Mining (SDM2009),}, year = 2009, } @inproceedings{CTT100575396, author = {Kawahara, Y. and Sugiyama, M.}, title = {Change-point detection in time-series data by direct density-ratio estimation.}, booktitle = {Proceedings of 2009 SIAM International Conference on Data Mining (SDM2009),}, year = 2009, } @inproceedings{CTT100575395, author = {Nakajima, S. and Sugiyama, M.}, title = {Analysis of variational Bayesian matrix factorization.}, booktitle = {Advances in Knowledge Discovery and Data Mining,}, year = 2009, } @inproceedings{CTT100575330, author = {Yamada, M. and Sugiyama, M. and Matsui, T.}, title = {Covariate shift adaptation for semi-supervised speaker identification.}, booktitle = {In Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing}, year = 2009, } @inproceedings{CTT100575328, author = {Suzuki, T. and Sugiyama, M.}, title = {Estimating squared-loss mutual information for independent component analysis.}, booktitle = {Independent Component Analysis and Signal Separation, Lecture Notes ins Computer Science,}, year = 2009, } @inproceedings{CTT100573632, author = {Masashi Sugiyama}, title = {Document classification by local Fisher discriminant analysis.}, booktitle = {IEICE Technical Report, PRMU2008-225}, year = 2009, } @inproceedings{CTT100573625, author = {Akiyama, T. and Hachiya, H. and Sugiyama. M.}, title = {Statistical active learning for efficient value function approximation in reinforcement learning.}, booktitle = {IEICE Technical Report, NC2008-147}, year = 2009, } @inproceedings{CTT100573624, author = {Hachiya, H. and Peters, J. and Sugiyama. M.}, title = {Adaptive importance sampling with automatic model selection in reward weighted regression.}, booktitle = {IEICE Technical Report, NC2008-145,}, year = 2009, } @inproceedings{CTT100573622, author = {Suzuki, T. and Sugiyama. M.}, title = {Independent component analysis by direct density-ratio estimation.}, booktitle = {IEICE Technical Report,NC2008-136}, year = 2009, } @inproceedings{CTT100573620, author = {Kashima, H. and Kato, T. and Yamanishi, Y. and Sugiyama, M. and Tsuda, K.}, title = {Link propagation: A fast semi-supervised learning algorithm for link prediction.}, booktitle = {In Proceedings of the Japanese Society for Artificial Intelligence,}, year = 2009, } @inproceedings{CTT100573618, author = {Sugiyama, M. and Kanamori, T. and Suzuki, T. and Hido, S. and Sese, J. and Takeuchi, I. and Wang, L.}, title = {Methods and applications of density ratio estimation,}, booktitle = {In Proceedings of Acoustical Society of Japan 2009 Spring Meeting,}, year = 2009, } @inproceedings{CTT100573617, author = {Hachiya, H. and Akiyama, T. and Sugiyama, M. and Peters, J.}, title = {Efficient data reuse in value function approximation.}, booktitle = {In Proceeding of the 2009 IEEE International Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL2009)}, year = 2009, } @inproceedings{CTT100572022, author = {Suzuki, T. and Sugiyama, M. and Kanamori, T. and Sese, J.}, title = {Mutual information estimation reveals global associations between stimuli and biological processes.}, booktitle = {In Proceedings of the Seventh Asia Pacific Bioinformatics Conference (APBC2009)}, year = 2009, } @inproceedings{CTT100572018, author = {Kanamori, T. and Hido, S. and Sugiyama, M.}, title = {Efficient direct density ratio estimation for non-stationarity adaptation and outlier detection}, booktitle = {Advances in Neural Information Processing Systems 21}, year = 2009, } @inproceedings{CTT100573634, author = {Rubens, N. and Tomioka, R. and Sugiyama, M.}, title = {Output divergence criterion for active learning in collaborative settings.}, booktitle = {In Proceedings of IPSJ SIG Mathematical Modelling and Problem Solving,}, year = 2008, } @inproceedings{CTT100575824, author = {Yoshinobu Kawahara and Masashi Sugiyama}, title = {An approach for change-point detection based on direct importance estimation}, booktitle = {}, year = 2008, } @inproceedings{CTT100600967, author = {Yan LI and Yasuharu Koike and Masashi SUGIYAMA}, title = {A Framework of Adaptive Brain Computer Interfaces}, booktitle = {}, year = 2008, } @inproceedings{CTT100575846, author = {Makoto Yamada and Masashi Sugiyama}, title = {Semi-supervised speaker identification under covariate shift}, booktitle = {}, year = 2008, } @inproceedings{CTT100575845, author = {Taiji Suzuki and Masashi Sugiyama and Jun Sese and Takafumi Kanamori}, title = {Approximating mutual information by maximum likelihood density ratio estimation}, booktitle = {Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery 2008}, year = 2008, } @inproceedings{CTT100575834, author = {金森敬文 and 比戸将平 and 杉山将}, title = {共変量シフト下での学習と密度比推定}, booktitle = {}, year = 2008, } @inproceedings{CTT100575833, author = {杉山将 and 北川克一 and 鈴木一嘉 and 内藤 卓人 and 小川 英光}, title = {透明膜で覆われた物体のワンショット干渉計測法：局所モデル適合法による膜厚と表面形状の同時測定}, booktitle = {精密工学会秋季大会学術講演会講演論文集}, year = 2008, } @inproceedings{CTT100575832, author = {加藤毅 and 鹿島久嗣 and 杉山将}, title = {異種ネットワーク統合によるタンパク質機能予測}, booktitle = {情報処理学会バイオ情報学研究会（ＳＩＧ ＢＩＯ）研究報告}, year = 2008, } @inproceedings{CTT100575855, author = {Liwei Wang and Masashi Sugiyama and Chen Yang and Zhi-Hua Zhou and Jufu Feng}, title = {On the margin explanation of boosting algorithms.}, booktitle = {Proceedings of 21st International Conference on Learning Theory (COLT2008)}, year = 2008, } @inproceedings{CTT100575860, author = {Akiko Takeda and Masashi Sugiyama}, title = {Nu-support vector machine as conditional value-at-risk minimization}, booktitle = {Proceedings of 25th Annual International Conference on Machine Learning (ICML2008)}, year = 2008, } @inproceedings{CTT100575835, author = {鈴木一嘉 and 北川克一 and 杉山将 and 小川 英光}, title = {2波長ワンショット干渉法による表面形状測定}, booktitle = {光計測シンポジウム2008論文集}, year = 2008, } @inproceedings{CTT100575854, author = {Yuta Tsuboi and Hisashi Kashima and Shohei Hido and Steffen Bickel and Masashi Sugiyama}, title = {Direct density ratio estimation for large-scale covariate shift adaptation}, booktitle = {Proceedings of the Eighth SIAM International Conference on Data Mining (SDM2008)}, year = 2008, } @inproceedings{CTT100575853, author = {Masashi Sugiyama and Rubens, N.}, title = {Active learning with model selection in linear regression}, booktitle = {Proceedings of the Eighth SIAM International Conference on Data Mining (SDM2008)}, year = 2008, } @inproceedings{CTT100575852, author = {Tsuyoshi Kato and Hisashi Kashima and Masashi Sugiyama}, title = {Integration of multiple networks for robust label propagation}, booktitle = {Proceedings of the Eighth SIAM International Conference on Data Mining (SDM2008)}, year = 2008, } @inproceedings{CTT100575836, author = {Takayuki Akiyama and Hirotaka Hachiya and Masashi Sugiyama}, title = {A new method of model selection for value function approximation in reinforcement learning}, booktitle = {}, year = 2008, } @inproceedings{CTT100572020, author = {Hido, S. and Tsuboi, Y. and Kashima, H. and Sugiyama, M. and Kanamori, T.}, title = {Inlier-based outlier detection via direct density ratio estimation.}, booktitle = {Proceedings of IEEE International Conference on Data Mining (ICDM2008)}, year = 2008, } @inproceedings{CTT100572015, author = {Sugiyama, M. and Nakajima, S.}, title = {Pool-based agnostic experiment design in linear regression.}, booktitle = {Machine Learning and Knowledge Discovery in Databases, Lecture Notes in Computer Science}, year = 2008, } @inproceedings{CTT100575857, author = {Suzuki, T. and Sugiyama, M. and Sese, J. and Kanamori, T.}, title = {A least-squares approach to mutual information estimation with application in variable selection}, booktitle = {In Proceedings of Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery 2008 (FSDM2008)}, year = 2008, } @inproceedings{CTT100576857, author = {Tomioka, R. and Sugiyama, M.}, title = {Sparse learning with duality gap guarantee.}, booktitle = {NIPS2008Workshop on Optimization for Machine Learning(OPT2008)}, year = 2008, } @inproceedings{CTT100571820, author = {Sugiyama, M. and Nakajima, S. and Kashima, H. and von Bünau, P. and Kawanabe, M.}, title = {Direct Importance estimation with model selection and Its application to covariate shift adaptation}, booktitle = {Advances in Neural Information Processing Systems 20}, year = 2008, } @inproceedings{CTT100575849, author = {Sugiyama, M. and Kanamori, T. and Suzuki, T. and Hido, S. and Sese, J. and Takeuchi, I. and Wang, L.}, title = {Direct importance estimation - A new versatile tool for statistical pattern recognition}, booktitle = {Meeting on Image Recognition and Understanding 2008 (MIRU2008)}, year = 2008, } @inproceedings{CTT100575856, author = {Jankovic, M. and Sugiyama, M. and Reljin, B.}, title = {Tensor based image segmentation}, booktitle = {Ninth Symposium on Neural Networks Applications in Electrical Engineering (NEUREL2008)}, year = 2008, } @inproceedings{CTT100576903, author = {Akiyama, T. and Hachiya, H. and Sugiyama, M.}, title = {A new method of model selection for value function approximation in reinforcement learning.}, booktitle = {}, year = 2008, } @inproceedings{CTT100576901, author = {Suzuki, K. and Ogawa, H. and Kitagawa, K. and Sugiyama, M.}, title = {Two-wavelength single-shot interferometry for precise surface profiling.}, booktitle = {In Proceeding of Optical Measurement Symposium 2008}, year = 2008, } @inproceedings{CTT100574196, author = {Masashi Sugiyama and Shinichi Nakajima}, title = {Pool-based agnostic experiment design in linear regression}, booktitle = {Machine Learning and Knowledge Discovery in Databases,}, year = 2008, } @inproceedings{CTT100574194, author = {Sugiyama, M. and Idé, T. and Nakajima, S. and Sese, J.}, title = {Semi-supervised local Fisher discriminant analysis for dimensionality reduction}, booktitle = {Advances in Knowledge Discovery and Data Mining, Lecture Notes in Computer Science,}, year = 2008, } @inproceedings{CTT100574193, author = {Rubens, N. and Sheinman, V. and Tokunaga, T. and Sugiyama, M.}, title = {Order retrieval}, booktitle = {Large-scale Knowledge Resources, Lecture Notes in Computer Science}, year = 2008, } @inproceedings{CTT100576896, author = {Kanamori, T. and Hido, S. and Sugiyama, M.}, title = {Learning and density ratio estimation under covariate shift.}, booktitle = {The 2008 Japanese Joint Statistical Meeting}, year = 2008, } @inproceedings{CTT100576883, author = {Naito, T. and Sugiyama, M. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {Single-shot interferometry of film-covered objects: local model fitting for simultaneous measurement of film thickness and surface profile of film-covered objects.}, booktitle = {In Proceeding of The Japan Society for Precision Engineering 2008 Autumn Semestrial Conference,}, year = 2008, } @inproceedings{CTT100574090, author = {Hachiya, H. and Akiyama, T. and Sugiyama, M. and Peters, J.}, title = {Adaptive importance sampling with automatic model selection in value function approximation}, booktitle = {In Proceeding of the Twenty -Third AAAI Conference on Artificial Intelligence(AAAI2008)}, year = 2008, } @inproceedings{CTT100576882, author = {Kato, T. and Kashima, H. and Sugiyama, M.}, title = {Protein function prediction by integration of heterogenous biological networks.}, booktitle = {In Proceeding of Information Processing Society of Japan(IPSJ),Special Interest Group on Bioinformatics and Genomics(SIG CIO)}, year = 2008, } @inproceedings{CTT100575847, author = {Kato, T. and Kashima, H. and Sugiyama, M.}, title = {Using product-of-Student-t for labal propagation on multiple networks}, booktitle = {The Third International Workshop on Data-Mining and Statistical Science(DMSS2008)}, year = 2008, } @inproceedings{CTT100571825, author = {Rubens, N. and Sheinman, V. and Tokunaga, T. and Sugiyama, M}, title = {Order retrieval}, booktitle = {Large-scale Knowledge Resources, Lecture Notes in Computer Science,}, year = 2008, } @inproceedings{CTT100575764, author = {Hirotaka Hachiya and Takayuki Akiyama and Masashi Sugiyama}, title = {Efficient sample reuse by covariate shift adaptation in value function approximation}, booktitle = {NIPS2007 Workshop on Robotics Challenges for Machine Learning}, year = 2007, } @inproceedings{CTT100575837, author = {北川克一 and 杉山将 and 鈴木一嘉 and 松坂拓哉 and 小川英光}, title = {2波長ワンショット干渉計測}, booktitle = {ビジョン技術の実利用ワークショップ2007講演論文集}, year = 2007, } @inproceedings{CTT100575858, author = {Tsuyoshi Kato and Hisashi Kashima and Masashi Sugiyama and Asai, K.}, title = {Multi-task learning via conic programming}, booktitle = {Advances in Neural Information Processing Systems 20 (NIPS2007)}, year = 2007, } @inproceedings{CTT100575859, author = {Masashi Sugiyama and Shinichi Nakajima and Hisashi Kashima and Paul von Bunau and Motoaki Kawanabe}, title = {Direct importance estimation with model selection and its application to covariate shift adaptation}, booktitle = {Advances in Neural Information Processing Systems 20 (NIPS2007)}, year = 2007, } @inproceedings{CTT100575838, author = {比戸将平 and 坪井祐太 and 鹿島久嗣 and 杉山将}, title = {密度比推定を用いた特異点検出手法}, booktitle = {第10回情報論的学習理論ワークショップ予稿集}, year = 2007, } @inproceedings{CTT100575850, author = {Rubens Neil and Masashi Sugiyama}, title = {Influence-based collaborative active learning}, booktitle = {Proceedings of the 2007 ACM conference on Recommender systems (RecSys 2007)}, year = 2007, } @inproceedings{CTT100575843, author = {Hirotaka Hachiya and Masashi Sugiyama}, title = {Robot control by least-squares policy iteration with geodesic Gaussian kernels}, booktitle = {}, year = 2007, } @inproceedings{CTT100575842, author = {Y. Kitamura and Masashi Sugiyama}, title = {Dimensionality reduction of partially labeled multimodal data}, booktitle = {In Proceeding of The 21th Annual Conference of The Japanese Society for Artificial Intelligence(JSAI2007)}, year = 2007, } @inproceedings{CTT100575844, author = {杉山将}, title = {共変量シフト下での教師付き学習}, booktitle = {}, year = 2007, } @inproceedings{CTT100574191, author = {Masashi Sugiyama and Hirotaka Hachiya and Christopher Towell and Sethu Vijayakumar}, title = {Value function approximation on non-linear manifolds for robot motor control}, booktitle = {Proc. 2007 IEEE International Conference on Robotics and Automation (ICRA 2007)}, year = 2007, } @inproceedings{CTT100575111, author = {杉山 将 and 松坂 拓哉 and 小川 英光 and 北川 克一 and 鈴木 一嘉.}, title = {急峻な段差を持つ表面のワンショット形状計測法.}, booktitle = {精密工学会春季大会学術講演会講演論文集}, year = 2007, } @inproceedings{CTT100581873, author = {Sugiyama, M. and Matsuzaka, T. and Ogawa, H. and Kitagawa, K. and Suzuki, K.}, title = {One-shot profiling of sharp bumpy surfaces.}, booktitle = {In Proceeding of the Japan Society for Precision Engineering}, year = 2007, } @inproceedings{CTT100544384, author = {Keisuke Yamazaki and SUMIO WATANABE and Masashi Sugiyama}, title = {Asymptotic Bayesian Generalization Error When Training and Test Distributions Are Different}, booktitle = {Proc. of ICML}, year = 2007, } @inproceedings{CTT100575347, author = {Storkey, A. and Sugiyama, M.}, title = {Mixture regression for covariate shift.}, booktitle = {Advances in Neural Information Processing Systems19}, year = 2007, } @inproceedings{CTT100575839, author = {Tsuyoshi Kato and Hisashi Kashima and Masashi Sugiyama and Kiyoshi Asai}, title = {Probabilistic label propagation on multiple networks}, booktitle = {}, year = 2007, } @inproceedings{CTT100575840, author = {Liwei Wang and Masashi Sugiyama}, title = {Equilibrium margin---A new concept for characterizing generalization error of voting classifiers}, booktitle = {In Proceeding of 2007 Workshop on Information-Based Induction Science(IBIS2007)}, year = 2007, } @inproceedings{CTT100575841, author = {Neil Rubens and Masashi Sugiyama}, title = {Explorative active learning for collaborative filtering}, booktitle = {In Proceeding of the Jaoanese Society for Artificial Intelligence, 67th Meeting of Special Interest Group on Fundamental Problem in Artificial Interlligence,}, year = 2007, } @inproceedings{CTT100575848, author = {Masashi Sugiyama and Shinichi Nakajima and Hisashi Kashima and Paul von Bunau and Motoaki Kawanabe}, title = {Kullback-Leibler importance estimation procedure for covariate shift adaptation}, booktitle = {In Proceeding of the International Workshop on Data-Minign and Statistical Sciences(DMSS2007)}, year = 2007, } @inproceedings{CTT100575851, author = {Keisuke Yamazaki and Motoaki Kawanabe and Sumio Watanabe and Masashi Sugiyama and Klaus-Robert Mueller}, title = {Asymptotic Bayesian generalization error when training and test distributions are different}, booktitle = {Proceedings of 24th International Conference on Machine Learning (ICML2007)}, year = 2007, } @inproceedings{CTT100576252, author = {Hachiya, H. and Akiyama, T. and Sugiyama, M.}, title = {Adaptive importance sampling with automatic model selection in value function approximation}, booktitle = {IEICE Technical Report,NC2007-84,}, year = 2007, } @inproceedings{CTT100576253, author = {Sugiyama, M. and Idé, T. and Nakajima, S. and Sese, J.}, title = {Semi-supervised local Fisher discriminant analysis for dimensionality reduction}, booktitle = {In Proceeding of 2007 Workshop on Information-Based Induction Science(IBIS2007)}, year = 2007, } @inproceedings{CTT100576254, author = {Katsuichi Kitagawa and Masashi Sugiyama and Takuya Matsuzaka and Hidemitsu Ogawa and Kazuyoshi Suzuki}, title = {Two-wavelength single-shot interferometry}, booktitle = {In Proceeding of the Society of Instrument and Control Engineers Annual Conference(SICE2007)}, year = 2007, } @inproceedings{CTT100581777, author = {Kitagawa, K. and Sugiyama, M. and Matsuzaka, T. and Ogawa, H. and Suzuki, K.}, title = {Two-wavelength single-shot interferometry.}, booktitle = {In Proceeding of Vision Engineering Workshop 2007(ViEW2007)}, year = 2007, } @inproceedings{CTT100581779, author = {Hido, S. and Tsuboi, Y. and Kashima, H. and Sugiyama, M.}, title = {Novelty detection by densitiy ratio estimation.}, booktitle = {In Proceeding of 2007 Workshop on Information-Based Induction Science(IBIS2007)}, year = 2007, } @inproceedings{CTT100581852, author = {Masashi Sugiyama}, title = {Supervised learning under covariate shift.}, booktitle = {13th Symposium on Sensing via Image Information}, year = 2007, } @inproceedings{CTT100581855, author = {Sugiyama, M. and Kawanabe, M. and Blanchard, G. and Spokoiny, V. and Müller,K.-R.}, title = {Approximating the best linear unbiased estimator of non-Gaussian signals with Gaussian noise.}, booktitle = {Technical Report TR07-0001, Department of Computer Science, Tokyo Institute of Technology}, year = 2007, } @inproceedings{CTT100581875, author = {Masashi Sugiyama}, title = {Local Fisher discriminant analysis for dimensionality reduction.}, booktitle = {In Proceeding of the Japanese Society for Artificial Intelligence, 3rd Meeting of Special Interest Group on Data Mining and Statistical Mathematics, SIG-DMSM-A603-04,}, year = 2007, } @inproceedings{CTT100581879, author = {Masashi Sugiyama}, title = {Active learning, model selection, and covariate shift.}, booktitle = {Learning when test and training inputs have different distributions}, year = 2007, } @inproceedings{CTT100581881, author = {Gokita, S. and Sugiyama, M. and Sakurai, K.}, title = {Adaptive ridge learning in kernel eigenspace and its model selection.}, booktitle = {IECE Technical Report, NC2006-97,}, year = 2007, } @inproceedings{CTT100581886, author = {Hidaka, Y. and Sugiyama, M.}, title = {A new meta-criterion for regularized subspace information criterion.}, booktitle = {IEICE Technical Report, NC2006-96,}, year = 2007, } @inproceedings{CTT100581937, author = {Rubens, N. and Sugiyama, M.}, title = {Coping with active learning with model selection dilemma: Minimizing expected generalization error.}, booktitle = {In Proceeding of 2006 Workshop on Information-Based Induction Scineces(IBIS2006)}, year = 2006, } @inproceedings{CTT100581890, author = {Sugiyama, M. and Hachiya, H. and Towell, C. and Vijayakumar, S.}, title = {Geodesic Gaussian kernels for value function approximation.}, booktitle = {In Proceeding of 2006 Workshop on Information-Based Induction Science(IBIS2006)}, year = 2006, } @inproceedings{CTT100575388, author = {Sugiyama, M. and Blankertz, B. and Krauledat, M. and Donehege, G. and Müller,K.-R.}, title = {Importance-weighted cross-validation for covariate shift.}, booktitle = {Pattern Recognition}, year = 2006, } @inproceedings{CTT100575389, author = {Tanaka, A. and Sugiyama, M. and Imai, H. and Kudo, M. and Miyakoshi, M.}, title = {Model selection using a class of kernels with an invariant metric.}, booktitle = {Structural,Syntactic, and Statistical Pattern Recognition}, year = 2006, } @inproceedings{CTT100575390, author = {Sugiyama, M.}, title = {Local Fisher discriminant analysis for supervised dimensionality reduction.}, booktitle = {Proceedings of 23rd International Conference on Machine Learning}, year = 2006, } @inproceedings{CTT100575391, author = {Sugiyama, M. and Kawanabe, M. and Blanchard, G. and Spokoiny, V. and Müller,K.-R.}, title = {Obtaining the best linear unbiased estimator of noisy signals by non-Gaussian component analysis.}, booktitle = {In Proceedings of 2006IEEE International Conference on Acoustics, Speech, and Signal Processing}, year = 2006, } @inproceedings{CTT100575394, author = {Blanchard, G. and Sugiyama, M. and Kawanabe, M. and Spokoiny, V. and Müller,K.-R.}, title = {Non-Gaussian component analysis: A semiparametric framework for linear dimension reduction.}, booktitle = {Advances in Neural Information Processing Systems 18,}, year = 2006, } @inproceedings{CTT100575393, author = {Sugiyama, M.}, title = {Active learning for misspecified models.}, booktitle = {Advances in Neural Information Processing Systems 18}, year = 2006, } @inproceedings{CTT100575392, author = {Kawanabe, M. and Blanchard, G. and Sugiyama, M. and Spokoiny, V. and Müller,K.-R.}, title = {A novel dimension reduction procedure for searching non-Gaussian subspaces.}, booktitle = {Independent Component Analysis and Blind Signal Separation,}, year = 2006, } @inproceedings{CTT100575113, author = {品田 優貴 and 杉山 将.}, title = {ラベル付きマルチモーダルデータの埋め込み.}, booktitle = {電子情報通信学会技術研究報告、ＮＣ2005-102}, year = 2006, } @inproceedings{CTT100581941, author = {Sugiyama, M. and Blankertz, B. and Krauledat, M. and Donehege, G. and Müller,K.-R.}, title = {Compensating non-stationarity in brain computer interfaces through covariate shift adaptation.}, booktitle = {}, year = 2006, } @inproceedings{CTT100581992, author = {Shinada, Y. and Sugiyama, M.}, title = {Embedding of labeled multimodal data.}, booktitle = {IEICE Technical Report, NC2005-102}, year = 2006, } @inproceedings{CTT100581939, author = {Masashi Sugiyama}, title = {Local Fisher discriminant analysis.}, booktitle = {In Proceeding of Sucspace2006}, year = 2006, } @inproceedings{CTT100392756, author = {櫻井 啓介 and 杉山 将}, title = {正則化汎化誤差推定量を用いた解析的モデル最適化}, booktitle = {画像の認識・理解シンポジウム2005 (MIRU2005)論文集}, year = 2005, } @inproceedings{CTT100392763, author = {Sugiyama, M. and Müller and K.-R}, title = {Generalization error estimation when training and test input points follow different probability distributions}, booktitle = {電子情報通信学会技術研究報告}, year = 2005, } @inproceedings{CTT100582006, author = {Sugiyama, M. and Müller,K.-R.}, title = {Generalization error estimation under covariate shift.}, booktitle = {In Proceeding of 2005 Workshop on Information-Based Induction Sciences(IBIS2005)}, year = 2005, } @inproceedings{CTT100392758, author = {Hanhijärvi, S. and Sugiyama, M.}, title = {A method of active learning with model selection}, booktitle = {IEICE Technical Report,NC2005-36}, year = 2005, } @inproceedings{CTT100392766, author = {Sugiyama, M. and Müller,K.-R.}, title = {Generalization error estimation when training and test input points follow different probability distributions}, booktitle = {IEICE Technical Report,NC2004-215}, year = 2005, } @inproceedings{CTT100392786, author = {Müller,K.-R. and Sugiyama, M. and Shenoy, P. and Krauledat, M.}, title = {Input-dependent estimation of generalization error under covariate shift.}, booktitle = {}, year = 2005, } @inproceedings{CTT100582403, author = {Sugiyama, M. and Kambe, K. and Ogawa, H.}, title = {Restoration of printed images based on degradation models}, booktitle = {Technical Report TR04-0003, Department of Computer Science,Tokyo Institute of Technology,}, year = 2005, } @inproceedings{CTT100582398, author = {Sugiyama, M. and Kawanabe, M. and Blanchard, G. and Spokoiny, V. and Müller,K.-R.}, title = {A semiparametric approach to identifying non-Gaussian components in high dimensional data}, booktitle = {In Proceeding of International Symposium on the Art of Statistical Metaware(Metaware2005)}, year = 2005, } @inproceedings{CTT100582391, author = {Blanchard, G. and Kawanabe, M. and Sugiyama, M. and Spokoiny, V. and Müller,K.-R.}, title = {Finding interesting parts of multidimensional data via identification of non-Gaussian linear subspaces.}, booktitle = {Finding interesting parts of multidimensional data via identification of non-Gaussian linear subspaces}, year = 2005, } @inproceedings{CTT100582388, author = {Sakurai, K. and Sugiyama, M.}, title = {Analytic model optimization using a regularized generalization error estimator.}, booktitle = {In Proceeding of Meeting on Image Recognition and Understanding2005(MIRU2005)}, year = 2005, } @inproceedings{CTT100582012, author = {Masashi Sugiyama}, title = {An active learning algorithm for approximately correct models.}, booktitle = {In Proceeding of 2005Workshop on Information-Based Induction Sciences(IBIS2005)}, year = 2005, } @inproceedings{CTT100581996, author = {Kawanabe, M. and Blanchard, G. and Sugiyama, M. and Spokoiny, V. and Müller,K.-R.}, title = {In search of non-Gaussian components of a high-dimensional distribution.}, booktitle = {In Proceeding of 2nd International Symposium on Geometry and its Applications(IGALA2005)}, year = 2005, } @inproceedings{CTT100389776, author = {Kawanabe, M. and Spokoiny, V. and Blanchard, G. and Sugiyama, M. and Müller,K.-R.}, title = {In search of non-Gaussian components of a high-dimensional distribution.}, booktitle = {Subspace Latent Structure and Feature Selection techniques:Statistical and Optimisation perspectives Workshop,PASCAL Network,}, year = 2005, } @inproceedings{CTT100392746, author = {Sugiyama, M. and Müller,K.-R.}, title = {Model selection under covariate shift}, booktitle = {Artificial Neural Networks: Formal Models and Their Applications,}, year = 2005, } @inproceedings{CTT100389766, author = {Sugiyama, M. and Kawanabe, M. and Müller,K.-R.}, title = {Regularizing generalization error estimators: A novel approach to robust model selection.}, booktitle = {In Proceedings of the 12th European Symposium on Artificial Neural Networks (ESANN2004),}, year = 2004, } @inproceedings{CTT100389764, author = {Sugiyama, M. and Okabe, Y. and Ogawa, H.}, title = {On the influence of input noise on a generalization error estimator.}, booktitle = {the LASTED International Conference on Artificial Intelligence and Applications (AIA2004)}, year = 2004, } @inproceedings{CTT100576279, author = {Sugiyama, M.}, title = {Estimating the error at given test input points for linear regression.}, booktitle = {Neural Networks and Computational Intelligence}, year = 2004, } @inproceedings{CTT100575440, author = {Sugiyama, M. and Ogawa, H.}, title = {Designing kernel functions using the Karhunen-Loève expansion.}, booktitle = {In Proceedings of Sixteenth International Symposium on Mathematical Theory of Networks and Systems}, year = 2004, } @inproceedings{CTT100389775, author = {Masashi Sugiyama}, title = {Finding interesting parts of multidimensional data: How to determine non-Gaussian linear subspaces.}, booktitle = {New Inference Concepts for Analysing Complex Data}, year = 2004, } @inproceedings{CTT100389774, author = {小川英光 and 中野渡祥裕 and 北川克一 and 杉山将}, title = {位相シフト法による透明膜に覆われた物体の３次元形状測定.}, booktitle = {2004年度精密工学会秋季大会学術講演会講演論文集}, year = 2004, } @inproceedings{CTT100389773, author = {Ogawa, H. and Sugiyama, M.}, title = {Active learning for maximal generalization capability.}, booktitle = {In Theories and Applications of Reproducing Kernels,}, year = 2004, } @inproceedings{CTT100636486, author = {杉山将 and 西原明法}, title = {東京工業大学工学部情報工学科におけるDSP教育}, booktitle = {第5回DSPS教育者会議}, year = 2003, } @inproceedings{CTT100582776, author = {Sugiyama, M. and Kawanabe, M. and Müller,K.-R.}, title = {Regularization approach to improving an unbiased generalization error estimator.}, booktitle = {IEICE Technical Report, NC2002-195}, year = 2003, } @inproceedings{CTT100582773, author = {Kambe, K. and Sugiyama, M. and Ogawa, H.}, title = {Restoration of degraded print images.}, booktitle = {In Proceeding of the 2003 IEICE General Conference D-11-97}, year = 2003, } @inproceedings{CTT100582771, author = {Okabe, Y. and Sugiyama, M. and Ogawa, H.}, title = {Generalization error estimation in the presence of training input noise.}, booktitle = {In Proceeding of the 2003 IEICE General Conference D-2-6}, year = 2003, } @inproceedings{CTT100582768, author = {Sugiyama, M. and Nishihara, A.}, title = {DSP Education at Department of Computer Science, Tokyo Institute of Technology.}, booktitle = {In Proceeding of the 2003 IEICE General conference D-2-6}, year = 2003, } @inproceedings{CTT100389771, author = {岡部雄太 and 杉山将 and 小川英光}, title = {訓練入力に雑音が含まれる場合の汎化誤差の推定.}, booktitle = {電子情報通信学会 総合大会講演論文集}, year = 2003, } @inproceedings{CTT100389769, author = {神戸喬輔 and 杉山将 and 小川英光}, title = {劣化した印刷画像の画質改善}, booktitle = {電子情報通信学会 総合大会講演論文集}, year = 2003, } @inproceedings{CTT100389768, author = {Sugiyama, M. and Fujino, M. and Müller,K.-R.}, title = {A new kernel for binary regression.}, booktitle = {IEICE Technical Report, NC2002-150}, year = 2003, } @inproceedings{CTT100389763, author = {Masashi Sugiyama}, title = {Functional analytic framework for model selection.}, booktitle = {Proceeding of 13th IFAC Symposium on System Identification (SYSID-2003),}, year = 2003, } @inproceedings{CTT100464929, author = {田中 覚 and 杉山 将 and 小川 英光}, title = {モデル選択規準 Corrected Subspace Information Criterion の理論的性能評価}, booktitle = {2002年電子情報通信学会総合大会講演論文集}, year = 2002, } @inproceedings{CTT100464921, author = {Sugiyama, M. and Ogawa, H.}, title = {Release from active learning/model selection dilemma: Optimizing sample points and models at the same time}, booktitle = {Proceedings of International Joint Conference on Neural Networks(IJCNN2002)}, year = 2002, } @inproceedings{CTT100464930, author = {Sugiyama, M. and Müller,K.-R.}, title = {Ridge parameter determination in infinite dimensional hypothesis spaces.}, booktitle = {IEICE Technical Report,NC2001,-135}, year = 2002, } @inproceedings{CTT100467275, author = {杉山 将}, title = {サポートベクター回帰のモデル選択}, booktitle = {情報技術レターズ}, year = 2002, } @inproceedings{CTT100582899, author = {Tanaka, S. and Sugiyama, M. and Ogawa, H.}, title = {Theoretical evaluation of corrected subspace information criterion for model selection.}, booktitle = {In Proceeding of the 2002 IEICE General Conference D-2-2,}, year = 2002, } @inproceedings{CTT100582896, author = {Masashi Sugiyama}, title = {Unbiased estimation of generalization error for kernel regression.}, booktitle = {NATO Advanced Science Institute on Learning Theory and Practice(LTP2002),Leuven, Belgium,}, year = 2002, } @inproceedings{CTT100582894, author = {Sugiyama, M. and Ogawa, H.}, title = {On variance of subspace information criterion.}, booktitle = {In Proceeding of 2002 Annual Conference of Japanese Neural Network Society(JNNS2002 Tottri,)}, year = 2002, } @inproceedings{CTT100576708, author = {Sugiyama, M.}, title = {Model selection for support vector regression.}, booktitle = {Information Technology Letters}, year = 2002, } @inproceedings{CTT100467708, author = {Masashi Sugiyama}, title = {From learning the whole rule to estimating a value at a point of interest}, booktitle = {The Brain & Neural Networks}, year = 2002, } @inproceedings{CTT100467277, author = {杉山 将 and 小川 英光}, title = {汎化誤差推定量 Subspace Information Criterion の分散について}, booktitle = {日本神経回路学会 第12回全国大会講演論文集}, year = 2002, } @inproceedings{CTT100467276, author = {Sugiyama, M. and Müller,K.-R.}, title = {Selecting ridge parameters in infinite dimensional hypothesis spaces}, booktitle = {Artificial Neural Networks, Lecture Notes in Computer Science,}, year = 2002, } @inproceedings{CTT100451864, author = {Sugiyama, M. and Ogawa, H.}, title = {Model selection with small samples}, booktitle = {Artificial Neural Nets and Genetic Algorithms}, year = 2001, } @inproceedings{CTT100464920, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Subspace information criterion --- Determining parameters in linear filters for optimal restoration}, booktitle = {Proceedings of the 16th Digital Signal Processing Symposium}, year = 2001, } @inproceedings{CTT100451874, author = {Koji Tsuda and Masashi Sugiyama and Müller,K.-R.}, title = {Subspace information criterion for sparse regressors}, booktitle = {Proceedings of 2001 Workshop on Information-Based Induction Sciences(IBIS2001)}, year = 2001, } @inproceedings{CTT100451873, author = {Moro, S. and Sugiyama, M.}, title = {Estimation of precipitation from meteorological radar data}, booktitle = {Proceedings of the 2001 IEICE General Conference SD-1-10,}, year = 2001, } @inproceedings{CTT100451870, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Optimal design of regularization parameter in linear regression}, booktitle = {Highdimensional Nonlinear Statistical Modeling}, year = 2001, } @inproceedings{CTT100451869, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Optimal design of ridge parameter}, booktitle = {Proceedings of 2001 Annual Conference of Japanese Neural Network Society}, year = 2001, } @inproceedings{CTT100451867, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Image restoration with subspace information criterion---Optimizing parameters of linear filters}, booktitle = {Proceedings of 2001 Workshop on Information-Based Induction Sciences}, year = 2001, } @inproceedings{CTT100451866, author = {Imaizumi, D. and Sugiyama, M. and Ogawa, H.}, title = {Parameter optimization for image restoration filters by subspace information criterion}, booktitle = {IEICE Technical Report}, year = 2001, } @inproceedings{CTT100451865, author = {Sugiyama, M. and Imaizumi, D. and Ogawa, H.}, title = {Subspace information criterion for image restoration - Mean squared error estimatior for linear filters}, booktitle = {Proceedings of the 12th Scandinavian Conference on Image Analysis(SCLA2001)}, year = 2001, } @inproceedings{CTT100451878, author = {山口 浩平 and Masashi Sugiyama and 小川 英光}, title = {Projection learning based handwritten numeral recognition}, booktitle = {Proceedings of the 2000 IEICE General Conference}, year = 2000, } @inproceedings{CTT100451888, author = {Sugiyama, M. and Ogawa, H.}, title = {Training data selection for optimal generalization in trigonometric polynomial networks}, booktitle = {Advances in Neural Information Processing Systems12}, year = 2000, } @inproceedings{CTT100451879, author = {Sugiyama, M. and Ogawa, H.}, title = {Incremental active learning for optimal data selection}, booktitle = {Proceedings of the 2000 IEICE General Conference}, year = 2000, } @inproceedings{CTT100451883, author = {Sugiyama, M. and Ogawa, H.}, title = {Subspace information criterion - Unbiased generalization error estimator for linear regression}, booktitle = {NIPS2000Workshop on Cross-Calidation,Bootstrap and Model Selection,}, year = 2000, } @inproceedings{CTT100451884, author = {Sugiyama, M. and Ogawa, H.}, title = {Incremental active learning with bias reduction}, booktitle = {Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks(IJCNN2000)}, year = 2000, } @inproceedings{CTT100451880, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Active learning with model selection for optimal generalization}, booktitle = {Proceedings of 2000 Workshop on Information-Based Induction Sciences}, year = 2000, } @inproceedings{CTT100451882, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Bias estimation and model selection}, booktitle = {IEICE Technical Report}, year = 2000, } @inproceedings{CTT100451881, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Simultaneous optimization of sample points and models}, booktitle = {IEICE Technical Report}, year = 2000, } @inproceedings{CTT100451885, author = {Sugiyama, M. and Ogawa, H.}, title = {A new information criterion for the selection of subspace moels}, booktitle = {Proceedings of the 8th European Symposium on Artificial Neural Networks(ESANN2000)}, year = 2000, } @inproceedings{CTT100451877, author = {杉山 将 and 小川 英光}, title = {関数の注目点における値の最適推定のためのモデル選択}, booktitle = {第23回日本神経科学大会 第10回 日本神経回路学会大会 合同大会抄録集}, year = 2000, } @inproceedings{CTT100588649, author = {杉山 将 and 小川 英光}, title = {部分空間モデルの選択}, booktitle = {日本神経回路学会第9回全国大会講演論文集}, year = 1999, } @inproceedings{CTT100464922, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Active learning for optimal generalization}, booktitle = {Proceedings of the 10th Tokyo Institute of Technology Brain Research Symposium}, year = 1999, } @inproceedings{CTT100451886, author = {Sugiyama, M. and Ogawa, H.}, title = {Exact incremental projection learning in the presence of noise}, booktitle = {Proceedings of the 11th Scandinavian Confernce on Image Analysis}, year = 1999, } @inproceedings{CTT100451887, author = {Sugiyama, M. and Ogawa, H.}, title = {Pseudo orthogonal bases give the optimal generalization capability in neural network learning}, booktitle = {Proceedings of SPIE, Wavelet Applications in Signal and Image Processing VII}, year = 1999, } @inproceedings{CTT100451889, author = {Sugiyama, M. and Ogawa, H.}, title = {Functional analytic approach to model selection --- Subspace information criterion}, booktitle = {Proceedings of 1999 Workshop on Information-Based Induction Sciences(IBIS'99)}, year = 1999, } @inproceedings{CTT100451890, author = {Masashi Sugiyama and Hidemitsu Ogawa}, title = {Exact incremental projection learining in neural networks}, booktitle = {IEICE Technical Report}, year = 1999, } @inproceedings{CTT100451891, author = {Nishi, E. and Sugiyama, M. and Ogawa, H.}, title = {Incremental learning for optimal generalization in a family of projection learnings}, booktitle = {IEICE Technical Report}, year = 1999, } @inproceedings{CTT100451892, author = {Sugiyama, M. and Ogawa, H.}, title = {Incremental active learning in consideration of bias}, booktitle = {IEICE Technical Report}, year = 1999, } @inproceedings{CTT100451893, author = {Nakashima, A. and Sugiyama, M. and Ogawa, H.}, title = {Projection learning as an extension of best linear unbiased estimation}, booktitle = {Proceedings of the 1999 IEICE General Conference}, year = 1999, } @inproceedings{CTT100451894, author = {Sugiyama, M. and Ogawa, H.}, title = {Active learning in trigonometric polynomial neural networks}, booktitle = {Proceedings of the 1999 IEICE General Conference}, year = 1999, } @inproceedings{CTT100451895, author = {Masashi Sugiyama and 小川 英光}, title = {On the selection of subspace models}, booktitle = {Proceedings of 1999 Annual Conference of Japanese Neural Network Society(JNNS'99Sapporo)}, year = 1999, } @inproceedings{CTT100451897, author = {Sugiyama, M. and Ogawa, H.}, title = {Training data selection for optimal generalization in a trigonometric polynomial model}, booktitle = {IEICE Technical Report}, year = 1998, } @inproceedings{CTT100586632, author = {Sugiyama, M. and Ogawa, H.}, title = {Incremental projection learning for optimal generalization.}, booktitle = {IEICE Technical Report NC97-145}, year = 1998, } @inproceedings{CTT100451899, author = {杉山 将 and 小川 英光}, title = {最適汎化のための射影追加学習}, booktitle = {電子情報通信学会技術研究報告}, year = 1998, } @inproceedings{CTT100451898, author = {Sugiyama, M. and Ogawa, H.}, title = {Active learning for noise suppression}, booktitle = {IEICE Technical Report}, year = 1998, } @inproceedings{CTT100576713, author = {Vijayakumar, S. and Sugiyama, M. and Ogawa, H.}, title = {Training data selection for optimal generalization with noise variance reduction in neural networks.}, booktitle = {Neural Nets WIRN Vietri-98}, year = 1998, } @inproceedings{CTT100451900, author = {Sugiyama, M. and Ogawa, H.}, title = {Incremental projection learning in the presence of noise}, booktitle = {Proceedings of the 1998 IEICE General Conference}, year = 1998, } @misc{CTT100641844, author = {Sugiyama, M.}, title = {Learning under non-stationarity: covariate shift adaptation by importance weighting}, year = 2012, } @misc{CTT100639532, author = {杉山将}, title = {機械学習によるデータの自動クラスタリング.}, year = 2012, } @misc{CTT100639530, author = {北川 克一 and 坪井 辰彦 and 杉原 洋樹 and 杉山 将 and 小川 英光.}, title = {多波長ワンショット干渉計測技術の開発と実用化}, year = 2012, } @misc{CTT100639531, author = {杉山将}, title = {機械学習入門.}, year = 2012, } @misc{CTT100633487, author = {Masashi Sugiyama}, title = {Augmented Lagrangian methods for learning, selecting, and combining features.,}, year = 2012, } @misc{CTT100633488, author = {Kitagawa, K. and Tsuboi, T. and Sugihara, H. and Sugiyama, M. and Ogawa, H}, title = {Development of multi-wavelength single-shot interferometry and its practical application.}, year = 2012, } @misc{CTT100604493, author = {Sugiyama, M. and Suzuki, T. and Kanamori, T.}, title = {Density ratio estimation: A comprehensive review.}, year = 2010, } @misc{CTT100604494, author = {Tomioka, R. and Suzuki, T. and Sugiyama, M.}, title = {Optimization algorithms for sparse regularization and multiple kernel learning and their applications to image recognition.}, year = 2010, } @misc{CTT100619594, author = {Rubens, N. and Kaplan, D. and Sugiyama, M.}, title = {Active learning in recommender systems.}, year = 2010, } @misc{CTT100575830, author = {Sugiyama, M. and Rubens, N. and Müller,K.-R.}, title = {A conditional expectation approach to model selection and active learning under covariate shift}, year = 2009, } @misc{CTT100575831, author = {北川克一 and 杉山将 and 鈴木一嘉 and 松坂拓哉 and 小川英光}, title = {2波長ワンショット干渉計測}, year = 2008, } @misc{CTT100575075, author = {北川 克一 and 杉山 将 and 松坂 拓哉 and 小川 英光 and 鈴木 一嘉.}, title = {2波長ワンショット干渉計測.}, year = 2008, } @misc{CTT100573770, author = {Kitagawa, K. and Sugiyama, M. and Matsuzaka, T. and Ogawa, H. and Suzuki, K.}, title = {Two-wavelength single-shot interferometry.}, year = 2008, } @misc{CTT100573768, author = {Kitagawa, K. and Sugiyama, M. and Matsuzaka, T. and Ogawa, H. and Suzuki, K.}, title = {Two-wavelength single-shot interferometry.}, year = 2008, } @misc{CTT100575829, author = {杉山将}, title = {非定常環境下での教師付き学習：データの入力分布が変化する場合}, year = 2007, } @misc{CTT100573615, author = {Sugiyama, M.}, title = {Supervised learning under nonstationary environment: when input distribution changes.}, year = 2007, } @misc{CTT100573616, author = {Sugiyama, M.}, title = {Supervised learning under covariate shift.}, year = 2006, } @misc{CTT100575076, author = {杉山将}, title = {共変量シフト下での教師付き学習.}, year = 2006, } @misc{CTT100594108, author = {Masashi Sugiyama}, title = {A Theory of Model Selection and Active Learning for Supervised Learning}, year = 2001, } @misc{CTT100596022, author = {Masashi Sugiyama}, title = {Incremental Active Learning for Optimal Generalization in Neural Networks}, year = 1999, } @misc{CTT100735127, author = {杉山将 and 伊原 康行}, title = {顔印象度推定方法、装置、及びプログラム}, howpublished = {登録特許}, year = 2016, month = {}, note = {特願2015-527224(2014/06/10), 再表2015/008567(2017/03/02), 特許第6029041号(2016/10/28)} } @misc{CTT100672977, author = {杉山将 and 木村　昭悟　 and 大石　康智}, title = {メディアデータ解析装置、方法、及びプログラム}, howpublished = {公開特許}, year = 2014, month = {}, note = {特願2012-166138(2012/07/26), 特開2014-026455(2014/02/06)} } @misc{CTT100675799, author = {杉山将 and 植木　一也 and 伊原　康行}, title = {属性値推定装置、属性値推定方法、プログラム及び記録媒体}, howpublished = {登録特許}, year = 2014, month = {}, note = {特願2012-547761(2011/11/17), 特開（再表）2012-077476(2014/05/19), 特許第5633080号(2014/10/24)} } @misc{CTT100659643, author = {杉山将 and 木村　昭悟 and 亀岡　弘和 and 坂野　鋭}, title = {映像付加情報関係性学習装置、方法、及びプログラム}, howpublished = {公開特許}, year = 2013, month = {}, note = {特願2011-249956(2011/11/15), 特開2011-105393(2013/05/30)} } @misc{CTT100639140, author = {杉山将 and 木村　昭悟 and 亀岡　弘和 and 前田　英作 and 坂野　鋭 and 石黒　勝彦}, title = {半教師信号認識検索装置、半教師信号認識検索方法及びプログラム}, howpublished = {登録特許}, year = 2014, month = {}, note = {特願2010-159690(2010/07/14), 特開2012-022510(2012/02/02), 特許第5499362号(2014/03/20)} } @misc{CTT100639137, author = {杉山将 and 木村　昭悟 and 亀岡　弘和 and 前田　英作 and 坂野　鋭 and 石黒　勝彦}, title = {半教師トピックモデル学習装置、半教師トピックモデル学習方法及びプログラム}, howpublished = {登録特許}, year = 2014, month = {}, note = {特願2010-159689(2010/07/14), 特開2012-022509(2012/02/02), 特許第5499361号(2014/03/20)} } @misc{CTT100630927, author = {杉山将 and 植木　一也}, title = {目的変数算出装置、目的変数算出方法、プログラムおよび記録媒体}, howpublished = {登録特許}, year = 2014, month = {}, note = {特願2010-002013(2010/01/07), 特開2011-141740(2011/07/21), 特許第5652694号(2014/11/28)} } @misc{CTT100626106, author = {杉山将 and 植木　一也 and 伊原　康行}, title = {目的変数算出装置、目的変数算出方法、プログラムおよび記録媒体}, howpublished = {公開特許}, year = 2011, month = {}, note = {特願2009-221989(2009/09/28), 特開2011-070471(2011/04/07)} } @misc{CTT100619380, author = {杉山将 and 植木　一也 and 伊原　康行}, title = {年齢推定装置、年齢推定方法及びプログラム}, howpublished = {登録特許}, year = 2011, month = {}, note = {特願2009-109680(2009/04/28), 特開2010-257409(2010/11/11), 特許第4742193号(2011/05/20)} } @misc{CTT100619383, author = {杉山将 and 植木　一也 and 伊原　康行}, title = {年齢推定装置及び方法並びにプログラム}, howpublished = {登録特許}, year = 2011, month = {}, note = {特願2009-109613(2009/04/28), 特開2010-257400(2010/11/11), 特許第4742192号(2011/05/20)} } @misc{CTT100615953, author = {杉山将 and 横田　達也 and 小川　英光 and 北川　克一 and 鈴木　一嘉}, title = {表面形状測定方法およびこれを用いた装置}, howpublished = {公開特許}, year = 2010, month = {}, note = {特願2009-031719(2009/02/13), 特開2010-185844(2010/08/26)} } @misc{CTT100607773, author = {杉山将 and 内藤　卓人 and 小川　英光 and 北川　克一 and 鈴木　一嘉}, title = {表面形状および/または膜厚測定方法およびその装置}, howpublished = {公開特許}, year = 2010, month = {}, note = {特願2008-226128(2008/09/03), 特開2010-060420(2010/03/18)} } @misc{CTT100605262, author = {杉山将 and 中島伸一}, title = {位置検出方法、プログラム、位置検出装置及び露光装置}, howpublished = {公開特許}, year = 2010, month = {}, note = {特願2008-198226(2008/07/31), 特開2010-040553(2010/02/18)} } @misc{CTT100572989, author = {杉山将 and 北川　克一　 and 小川　英光 and 鈴木　一嘉}, title = {複数波長による表面形状の測定方法およびこれを用いた装置}, howpublished = {登録特許}, year = 2011, month = {}, note = {特願2008-008233(2008/01/17), 特開2008-209404(2008/09/11), 特許第4885154号(2011/12/16)} } @misc{CTT100591494, author = {杉山将 and 小川　英光 and 北川　克一 and 鈴木　一嘉}, title = {表面形状の測定方法およびこれを用いた装置}, howpublished = {登録特許}, year = 2011, month = {}, note = {特願2007-556840(2007/01/26), 再表2007/088789(2009/06/25), 特許第4710078号(2011/04/01)} } @phdthesis{CTT100594108, author = {Masashi Sugiyama}, title = {A Theory of Model Selection and Active Learning for Supervised Learning}, school = {東京工業大学}, year = 2001, } @mastersthesis{CTT100596022, author = {Masashi Sugiyama}, title = {Incremental Active Learning for Optimal Generalization in Neural Networks}, school = {東京工業大学}, year = 1999, }