"Hiroaki Sasaki,Takafumi Kanamori,Aapo Hyvarinen,Masashi Sugiyama","Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios",,"Journal of Machine Learning Research",,"Vol. 18",,"pp. 1--47",2018,Apr.
"Hiroaki Sasaki,Takafumi Kanamori,Masashi Sugiyama","Estimating Density Ridges by Direct Estimation of Density-Derivative-Ratios","the 20th International Conference on Artificial Intelligence and Statistics (AISTATS)",,,,,,2017,Apr.
"Kiyoshi Irie,Masashi Sugiyama,Masahiro  Tomonou","A Dependence Maximization Approach towards Street Map-based Localization","2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)",,,,,,2015,Sept.
"Hachiya, H.,Morimura, T.,Sugiyama, M.","Statistical Reinforcement Learning: Modern Machine Learning Approaches",,"Chapman & Hall/CRC Press",,,,,2015,
"石井秀明,小野功,早川朋久,杉山将,小野田崇,二方厚志,渡邊勇","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","計測自動制御学会 システム・情報部門 学術講演会",,,,,,2013,Nov.
"鈴村 真矢,小川 晃平,竹内 一郎,杉山 将","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","IBISML2013-16","電子情報通信学会技術研究報告",,,,"pp. 19-24",2013,Sept.
"入江 清,有納 正裕,杉山 将","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","第31回日本ロボット学会","第31回日本ロボット学会学術講演会予稿集",,,,,2013,Sept.
"伊原 康行,杉山 将","ランキング学習による顔画像からの印象度推定","画像の認識・理解シンポジウム2013（ＭＩＲＵ２０１３）",,,,,,2013,July
"Joaquim Quinonero-Candela,Masashi Sugiyama,Anton Schwaighofer,Neil D. Lawrence","Dataset Shift in Machine Learning",,"Dataset Shift in Machine Learning","MIT Press,Cambridge,MA,USA,2009",,,"page 248",2013,Feb.
"Sainui, J.,&Sugiyama, M.","Direct approximation of quadratic mutual information and its application to dependence-maximization clustering","IBISML2013 3","IEICE Technical Report",,,,"pp. 15-18",2013,
"Ning XIE,Hachiya, H.,Sugiyama, M.","Artist  agent:A reinforcemnet learning approach to automatic stroke generation in oriental ink painting",,"IEICE Transzctions on Information and Systems",,"vol. E96-D","no. 5","pp. 1134-1144",2013,
"Zhao, T.,Hachiya, H.,Tangkaratt, V.,Morimoto, J.,& Sugiyama, M.","Efficient sample reuse inpolicy gradients with parameter-based exploration",,"Neural Computation",,"vol. 25","no. 6","pp. 1512-1547",2013,
"Sugiyama, M.,Liu, S.,Du Plessis, M.C.,Yamanaka, M.,Yamada, M.,Suzuki, T.,& Kanamori, T.","Direct divergence approximationbetween probability distributions and its applications inmachine learning",,"Journal of Computing Science and Engineering",,"vol. 7","no. 2","pp. 99-111",2013,
"Nakata, K.,Sugiyama, M.,Kitagawa, K.,Otsuki, M.","Improved algorithm for multiwavelength single-shot interferometric surface profiling:Speeding up the multiwavelength-integrated local model fitting method by local information sharing.",,"Applied Optics",,"vol. 52","no. 17","pp. 4042-4053",2013,
"Jitkrittum, W.,Hachiya, H.,& Sugiyama, M.","Feature selection via 11-penalized squared-loss mutual information",,"IEICE Transactions on Information and Systems",,"vol. E96-D","no. 7","pp. 1513-1524",2013,
"Nakajima, S.,Sugiyama, M.,& Babacan, D.","Variational Bayesian sparse additive matrix factorization",,"Machine Learning",,"vol. 92","no. 2-3","pp. 319-347",2013,
"H Nam,Hachiya, H.,& Sugiyama, M.","Computationally efficient multi-label classification by least-squares probabilistic classifiers",,"IEICE Transactions on Information and Systems",,"vol. E96-D","no. 8","pp. 1871-1974",2013,
"Suzuki, T.,Sugiyama, M.","Fast learning rate of multiple kernel learning:Trade-off between sparsity and smoothness.",,"The Annals of Statistics",,"vol. 41","no. 3","pp. 1381-1405",2013,
"Yamanaka, M.,Matsugu, M.,& Sugiyama, M.","Detection of activities and events without explicit categorization",,"IPSJ Transactions on Mathematical Modeling and Its Applications",,"vol. 6","no. 2","pp. 86-92",2013,
"Yamanaka, M.,Matsugu, M.,& Sugiyama, M.","Salient object detectionbased on direct density-ratio estimation",,"IPSJ Transzctions on Mathematical Modeling and Its Applications",,"vol. 6","no. 2","pp. 78-85",2013,
"Khan, R.R.,Sugiyama, M.","Semi-supervised leasst-squares conditional density estimation",,"International Jounal of Scientific Engineering and Technology",,"vol. 2","no. 9","pp. 900-904",2013,
"Sugiyama, M.,Suzuki, T.,Kanamori, T.,Du Plessis, M.C.,Liu, S.,& Takeuchi, I.","Density-difference estimation",,"Neural Computation",,"vol. 25","no. 10","pp. 2734-2775",2013,
"杉山 将","確率分布間の距離推定：機械学習分野における最新動向.",,"Transactions of the Japan Society for Industrial and Applied Mathematics",,"vol. 23","no. 3",,2013,
"Sainui, J.,Sugiyama, M.","Direct approximation of quadratic mutual information and its application to dependence-maximization clustering",,"IEICE Transactions on Information and Systems",,,,,2013,
"Niu, G.,Dai, B.,Shang, L.,Sugiyama, M.","Maximum volume clustering:A new discriminative clustering approach",,"Journal of Machine Learnning Research",,,,,2013,
"Sugiyama, M.,Gang, N.,Yamada, M.,Kimura, M.,& Hachiya, H.","Information-maximization clustering based on squared-loss mutual information",,"Neural Computation",,,,,2013,
"Sugiyama, M.,Du Plessis M.C.,& Yamada, M.","Learning under non-stationarity:Covariate shift and class-balance change",,"WIREs Computational Statistics",,,,,2013,
"Yamada, M.,Jitkrittum, W.,Sigal, L.,Xing, E.P.,&Sugiyama, M.","High-dimensional feature selectionby feature-wise kernelized lasso",,"Neural Computational Statistics",,,,,2013,
"Song Liu,John Quinn,M.U. Gutmann,Masashi Sugiyama","Direct learning of sparse changes in Markov networks by density ratio estimation","ECML/PKDD2013",,,,,,2013,
"Gang Niu,B Dai,Hirotaka Hachiya,Masashi Sugiyama,Wittawat Jitkrittum","Squared-loss mutual information regularization","ICML2013,JMLR Workshop and Conference",,"In S.Dasgupta and D.McAllester(Eds.)",,,"pp. 10-18",2013,
"Masashi Sugiyama,K Ogawa","Infinitesimal annealing for training semi-supervised support vector machines","ICML2013,JMLR Workshop and Conference",,"In S.Dasgupta and D.Mcallester(Eds)",,,"pp. 897-905",2013,
"Ihara, Y.,&Sugiyama, M.","Impression estimation from face images by ranking learning","MIRU2013",,,,,,2013,
"Yamada, M.,Jitkrittum, W.,Sigal, L.,Xing, E.P.,Sugiyama, M.","High-dimensional feature selection by feature-wise kernelized lasso","IBIS2012",,,,,,2013,
"Nakajima, S.,Tomioka, R.,Sugiyama, M.,& Babacan, D.","On dimensionality recovery guarantee of variational Bayesian PCA.","IBIS2012-66",,,,,"pp. 229-236",2013,
"Ogawa, K.,Takeuchi, I.,& Sugiyama, M.","A homotopy approach for nonconvex disjunctive programs in machine learning","OPT2012",,,,,,2013,
"Liu, S.,Quinn, J.,Gutmann, M.U.,&Sugiyama, M.","Direct learning of sparse changes in Markov networks by density ratio estimation","IBISML2013 12th","IEICE technical report",,,,"pp. 81-88",2013,
"Sugiyama, M.","Divergence estimation for machine learning and signal processing","2013 IEEE International Winter Workshop on Brain-Computer Interface(BCI2013)",,,,,"pp. 12-13",2013,
"Nguyen, T.D.,Du Plessis, M.C.,Kanamori, T.,& Sugiyama, M.","Constrained least-squares density-difference estimation","IBISML2012-104","IEICE Technical Report",,,,"pp. 79-86",2013,
"Mori, S.,Tangkaratt, V.,Zhao, T.,Morimoto, J.,&Sugiyama, M.","Model-based policy gradients with parameter-based exploration by least-squares conditional density estimation","IBISML2012-95","IEICE Technical Report",,,,"pp. 17-24",2013,
"De Plessis, M.C.,&Sugiyama, M.","Direct approximation of quadratic mutual information and its applicationto dependence-maximization clustering","IBISML2013-3","IEICE Technical Report",,,,"pp. 15-18",2013,
"仲田 圭佑,杉山将,北川 克一,大槻 真左文","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","第20回精密工学会学生会員卒業研究発表講演会",,,,,"pp. 137-138",2013,
"竹内 一郎,小川 晃平,杉山 将","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","最適化手法の理論と応用の繋がり、ＲＩＭＳ研究会","最適化手法の理論と応用の繋がり、ＲＩＭＳ研究会報告集",,,"no. 1829","pp. 23-38",2013,
"杉山 将","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",,"講談社",,,,,2013,
"Sugiyama, M.","Machine learning with squared-loss mutual information",,"Entropy",,"vol. 15","no. 1","pp. 80-112",2013,
"Nakajima, S.,Sugiyama, M.,Babacan, D.,&Tomioka, R.","Global analytic solution of fully-observed variational Bayesian matrix factorization",,"Journal of Machine Learning Research",,"vol. 14(Jan.)",,"pp. 1-37",2013,
"Suzuki, T.,& Sugiyama, M.","Sufficient dimension reduction via squared-loss mutual information  estimation",,"Neural Computation",,"vol. 25","no. 3","pp. 725-758",2013,
"Kanamori,Suzuki, T.,Sugiyama, M.","Computational complexity of kernel-based density-ratio estimation:A condition number analysis",,"Machine Learning",,"vol. 90","no. 3","pp. 431-460",2013,
"Magrans de Abril, I.,Sugiyama, M.","Winning the Kaggle Algorithmic Trding Challenge with the composition of many models and feature engineering",,"IEICE Transzctions on Information and Systems",,"vol. E96-D","no. 3","pp. 742-745",2013,
"Kimura, A.,Sugiyama, M.,Sakano, H.,Kameoka, H.","Designing various multivariate analysis at will via generalized pairwise expression",,"IPSJ Transactions on Mathematical Modeling and Its Applications",,"vol. 6","no. 1","pp. 128-135",2013,
"Kimura, A.,Sugiyama, M.,Nakano, T.,Kameoka, H.,Skano, H.,Maeda, E.,& Ishiguro, K.","SemiCCA:Efficient semi-supervised learning fo canonical correlations",,"IPSJ Transactions on Mathematical Modeling and Its Applications",,"vol. 6","no. 1","pp. 136-145",2013,
"Yamada, M.,Suzuki, T.,Kanamori, T.,Hachiya, H.,Sugiyama, M.","Relatiive density-ratio estimationfor robust distribution comparision",,"Neural Computation",,"vol. 25","no. 5","pp. 1324-1370",2013,
"Liu, S.,Yamada, M.,Collier, N.,Sugiyama, M","Change-point detection in time-series data b;y relative density-ratio estimastion",,"Neural Networks",,"vol. 43",,"pp. 72-83",2013,
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","F-divergence estimation and two-sample test under semiparametric density-ratio models","the 2nd Institute of Mathematical Statistics Asia Pacific Rim Meeting (IMS-APRM2012)",,,,,,2012,Aug.
"Takagi, J.,Sugiyama, M.,Kimura, A.,Hachiya, H.,Ohishi, Y.,& Yamada, M.","Automatic media annotation with simple semi-supervised probabilitic classifiers","Meeting on Image  Recognition and Understanding 2012",,,,,,2012,Aug.
"Niu, G.,Dai, B.,Yamada, M.,Sugiyama, M.","Information-theoretic semi-supervised metric learing via entropy regularization.","29th International Conference on Machine Learning(ICML2012)","Proceedings of 29th International Conference on Machine Learning(ACML2012)","J.Langford,J.Pineau(EDS.)",,,"pp. 89-96",2012,Aug.
"Nakajima, S.,Sugiyama, M.,& Babacan, D.","Foreground/background video separation by segmentaion-based generalized matrix factorization","Meeting on Image Recognition and Understanting 2012",,,,,,2012,Aug.
"Sugiyama, M.","Learning under non-stationarity: covariate shift adaptation by importance weighting",,"Handbook of Computational Statistics: Concepts and Methods","Springer","vol. 2","no. 31","pp. 927-952",2012,Aug.
"Masashi Sugiyama","Semi-supervised learning of class balance under class-prior change by distribution matching.","29th International Conference on Machine Learning (ICML2012)","29th International Conference on Machine Learning (ICML2012)",,,,"pp. 823-830",2012,Aug.
"Yamada, M.,Wichern, G.,Kondo, K.,Sugiyama, M.,Sawada, H.","Noise adaptive optimization of matrix initialization for frequency-domain independent component analysis",,"Digital Signal Processing",,"vol. 13","no. 1","pp. 1-8,2013",2012,Aug.
"高木 潤,杉山 将,木村 昭悟,八谷 大岳,大石 康智,山田 誠.","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","画像の認識・理解シンポジウム2012 (MIRU2012)","画像の認識・理解シンポジウム2012 (MIRU2012)論文集",,,,,2012,Aug.
"Masashi Sugiyama","Artist agent: A reinforcement learning approach to automatic stroke generation in oriental ink painting","29th International Conference on Machine Learning (ICML2012)","29th International Conference on Machine Learning (ICML2012)",,,,"  pp.153-160",2012,Aug.
"杉山将","機械学習によるデータの自動クラスタリング.",,"シミュレーション,",,"vol. 31","no. xxx","pp. xxx-xxx",2012,June
"Masashi Sugiyama","Fast learning rate of multiple kernel learning: Trade-off between sparsity and smoothness.","Fifteenth International Conference on Artificial Intelligence and Statistics","JMLR Workshop and Conference Proceedings",,"vol. 22",,"pp. 1152-1183",2012,June
"Magrans de Abril, I.,Sugiyama, M.","Winning the Kaggle Algorithmic Trading Challenge with the composition of many models and feature engineering.","IBISML","IEICE Technical Report, IBISML2012-12",,,,"pp. 49-56",2012,June
"Sugiyama, M.,Kanamori, T.,Suzuki, T.,du Plessis, M. C.,Liu, S.,Takeuchi, I.","Density difference estimation.","IBISML","IEICE Technical Report, IBISML2012-8",,,,"pp. 49-56",2012,June
"北川 克一,坪井 辰彦,杉原 洋樹,杉山 将,小川 英光.","多波長ワンショット干渉計測技術の開発と実用化",,"精密工学会誌,",,"Vol. 78","no. 2","pp. 112-116",2012,June
"杉山将","機械学習入門.",,"オペレーションズ・リサーチ,",,"vol. 57","no. 7","pp. 353-359",2012,June
"山下 晃弘,杉山 将,北川 克一,小林 央.","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","精密工学会春季大会学術講演会","2012年度精密工学会春季大会学術講演会講演論文集",,,,"pp. 1027-1028",2012,June
"Ogawa, K.,Takeuchi, I.,& Sugiyama, M.","A study on an optimization algorithm for semi-supervised SVM using parametric programing","IBISML2012-1","IEICE Technical Report",,,,"pp. 1-8",2012,June
"小川 晃平,竹内 一郎,杉山 将.","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","IBISML","電子情報通信学会技術研究報告, IBISML2012-1,",,,,"pp. 1-8",2012,June
"Sugiyama, M.","Multiwavelength-integrated local model fitting method for interferometric surface profiling.","the Japan Society for Precision Engineering 2012 Spring Meeting","the Japan Society for Precision Engineering 2012 Spring Meeting",,,,"pp. 1027-1028",2012,May
"Masashi Sugiyama","Least-squares probabilistic classifier: A computationally efficient alternative to kernel logistic regression.","International Workshop on Statistical Machine Learning for Speech Processing (IWSML2012),","International Workshop on Statistical Machine Learning for Speech Processing (IWSML2012),",,,,"pp. 1-10",2012,May
"Masashi Sugiyama","Computationally efficient multi-label classification by least-squares probabilistic classifier.","IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2012),","IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2012),",,,,"pp. 2077-pp.2080",2012,May
"杉山将","Sequential change-point detection based on direct density-ratio estimation.",,"Statistical Analysis and Data Mining,",,"Vol. 5","  no.2","pp. 114-127",2012,Mar.
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","Statistical analysis of kernel-based density-ratio estimators.",,"IEICE Technical Report, IBISML2010-110",,,,"pp. .41-48",2012,Mar.
"Kobayashi, T.,Sugiyama, M.","Early stopping heuristics in pool-based incremental active learning for least-squares probabilistic classifier.","IBISML2011","IEICE Technical Report, IBISML2011-106",,,,"pp. 131-138",2012,Mar.
"Du Plessis, M. C.,Sugiyama, M.","Semi-supervised learning of class-prior probabilities under class-prior change.",,"IEICE Technical Report, IBISML2011-102","IBISML2011",,,"pp. 103-108",2012,Mar.
"Kurihara, N.,Sugiyama, M.","Improving importance estimation in pool-based batch active learning for approximate linear regression.","IBISML2011","IEICE Technical Report, IBISML2011-105",,,,"pp. 123-130",2012,Mar.
"Zhao, T.,Hachiya, H.,Sugiyama, M.","Importance-weighted policy gradients with parameter-based exploration.","IBISML2011","IEICE Technical Report, IBISML2011-95",,,,"pp. 55-62",2012,Mar.
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","Statistical analisis of kernel-based least-squares density-ratio estimation",,"Machine Learning",,"vol. 86","no. 3","pp. 335-367",2012,Mar.
"Jitkrittum, W.,Hachiya, H.,Sugiyama, M.","Feature selection via l1-penalized squared-loss mutual information.","IBISML2011","IEICE Technical Report, IBISML2011-197",,,,"pp. 139-146",2012,Mar.
"Niu, G.,Jitkrittum, W.,Hachiya, H.,Dai, B.,Sugiyama, M.","Squared-loss mutual information regularization.","IBISML2011","IEICE Technical Report, IBISML2011-108",,,,"pp. 147-153",2012,Mar.
"Yamada, M.,Sugiyama, M.","Direct density-ratio estimation with dimensionality reduction via hetero-distributional subspace analysis.","the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI2011),","the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI2011),",,,,"pp. 549-554",2012,Feb.
"山中 正雄,杉山 将,真継 優和.","イベントカテゴリ学習なしでのイベント検出.","ビジョン技術の実利用ワークショップ2011 (ViEW2011)","ビジョン技術の実利用ワークショップ2011 (ViEW2011)講演論文集",,,,"pp. 235-242",2012,Feb.
"山中 正雄,真継 優和,杉山 将.","密度比推定による画像中の注目領域検出手法.","平成２３年電気学会産業応用部門大会,","平成２３年電気学会産業応用部門大会,",,,"no. .2-S9-4","pp. 143-149",2012,Feb.
"木村 昭悟,杉山 将,亀岡 弘和,坂野 鋭.","拡張ペアワイズ表現を用いた一般化多変量解析.","画像の認識・理解シンポジウム2011 (MIRU2011)","画像の認識・理解シンポジウム2011 (MIRU2011)論文集,",,,,"pp. 10-17",2012,Feb.
"森村 哲郎,杉山 将,鹿島 久嗣,八谷 大岳,田中 利幸.","動的計画法によるリターン分布推定.","IBISML2010","電子情報通信学会技術研究報告, IBISML2010-98,",,,,"pp. 283-290",2012,Feb.
"高木 潤,大石 康智,木村 昭悟,杉山 将,亀岡 弘和.","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.","第13回情報論的学習理論ワ?クショップ (IBIS2010),",,,,,,2012,Feb.
"金森 敬文,鈴木 大慈,杉山 将.","密度比の推定による２標本検定.","2010年度統計関連学会連合大会,","2010年度統計関連学会連合大会,",,,,"pp. .52",2012,Feb.
"木村 昭悟,中野 拓帆,杉山 将,亀岡 弘和,前田 英作,坂野 鋭.","SSCDE: 画像認識検索のための半教師付正準密度推定法.",,"画像の認識・理解シンポジウム2010 (MIRU2010)論文集",,,,"pp. 1396-1403",2012,Feb.
"山中 正雄,真継 優和,杉山 将.","密度比推定の画像中の注目領域検出への応用.","画像の認識・理解シンポジウム2010 (MIRU2010)","画像の認識・理解シンポジウム2010 (MIRU2010)論文集",,,,"pp. .67-74",2012,Feb.
"Sugiyama, M","Density-ratio estimation: A new versatile tool for machine learning.","Japanese-French Frontiers of Science Symposium (JFFoS)",,,,,,2012,Feb.
"Hachiya, H.,Morimura, T.,Makino, T.,Sugiyama, M.","Modified Newton approach to policy search.","IBISML2011","IEICE Technical Report, IBISML2011-54",,,,"pp. 79-85",2012,Feb.
"Nakajima, S.,Sugiyama, M.,Babacan, D.","Generalization of matrix factorization for robust PCA.","IBISML2011","IEICE Technical Report, IBISML2011-61",,,,"pp. 127-134",2012,Feb.
"Liu, S.,Yamada, M.,Sugiyama, M.","Generalization of matrix factorization for robust PCA.","IBISML2011","IEICE Technical Report, IBISML2011-70",,,,"pp. 187-198",2012,Feb.
"Nam, H.,Hachiya, H.,Sugiyama, M.","Computationally efficient multi-label classification by least-squares probabilistic classifier.","IBISML2011","IEICE Technical Report, IBISML2011-73",,,,"pp. 213-216",2012,Feb.
"Nakajima, S.,Sugiyama, M.,Babacan, D.","Global solution of variational Bayesian matrix factorization under matrix-wise independence.","IBISML2011","IEICE Technical Report, IBISML2011",,,,"pp. 1-8",2012,Feb.
"Karasuyama, M.,Sugiyama, M.","Canonical correlation analysis based on squared-loss mutual information.","IBISML2011","IEICE Technical Report, IBISML2011",,,,,2012,Feb.
"Zhao, T.,Hachiya, H.,Niu, G.,Sugiyama, M.","Analysis and improvement of policy gradient estimation.","IBISML2011","IEICE Technical Report, IBISML2011-12",,,,"pp. .83-89,",2012,Feb.
"Yamada, M.,Niu, G.,Takagi, J.,Sugiyama, M.","Sufficient component analysis for supervised dimension reduction.","The 5th International Workshop on Data-Mining and Statistical Science (DMSS2011),",,,,,,2012,Feb.
"Kimura, M.,Sugiyama, M.","Dependence-maximization clustering with least-squares mutual information.","The 5th International Workshop on Data-Mining and Statistical Science (DMSS2011),",,,,,,2012,Feb.
"Takeuchi, I.,Sugiyama, M.","Adaptive target neighbor change for feature weighting in nearest neighbor classification.","The 5th International Workshop on Data-Mining and Statistical Science (DMSS2011),",,,,,,2012,Feb.
"Suzuki, T.,Tomioka, R.,Sugiyama, M.","Fast convergence rate of multiple kernel learning with elastic-net regularization.",,"IEICE Technical Report, IBISML2010-126",,,,"pp. 153-160",2012,Feb.
"Sugiyama, M.,Yamada, M.,Kimura, M.,Hachiya, H.","Information-maximization clustering: Analytic solution and model selection.",,"IEICE Technical Report, IBISML2010-114",,,,"pp. 69-76",2012,Feb.
"Masashi Sugiyama","Augmented Lagrangian methods for learning, selecting, and combining features.,",,"Optimization for Machine Learning","MIT Press",,,"pp. 255-283",2012,Feb.
"Ueki, K.,Sugiyama, M.,Ihara, Y.,Fujita, M.","Multi-race age estimation based on the combination of multiple classifiers.","the First Asian Conference on Pattern Recognition (ACPR2011),","the First Asian Conference on Pattern Recognition (ACPR2011),",,,,,2012,Feb.
"Yamada, M.,Niu, G.,Takagi, J.,Sugiyama, M.","Computationally efficient sufficient dimension reduction via squared-loss mutual information.","the Third Asian Conference on Machine Learning (ACML2011), JMLR Workshop and Conference Proceedings","the Third Asian Conference on Machine Learning (ACML2011), JMLR Workshop and Conference Proceedings",,"vol. 20",,"pp. 247-262",2012,Feb.
"Matsugu, M.,Yamanaka, M.,Sugiyama, M.","Detection of activities and events without explicit categorization.","Proceedings of the 3rd International Workshop on Video Event Categorization, Tagging and Retrieval for Real-World Applications (VECTaR2011),","Proceedings of the 3rd International Workshop on Video Event Categorization, Tagging and Retrieval for Real-World Applications (VECTaR2011),",,,,"pp. 1532-1539",2012,Feb.
"Karasuyama, M.,Harada, N.,Sugiyama, M.,Takeuchi, I.","Multi-parametric solution-path algorithm for instance-weighted support vector machines.","IEEE International Workshop on Machine Learning for Signal Processing (MLSP2011),","IEEE International Workshop on Machine Learning for Signal Processing (MLSP2011)",,,,"pp. 1-6,",2012,Feb.
"Ide, T.,Sugiyama, M.","Trajectory regression on road networks.","of the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI2011),","the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI2011),",,,,"pp. 203-208",2012,Feb.
"Sugiyama, M.,Yamada, M.,Kimura, M.,Hachiya, H.","On information-maximization clustering: tuning parameter selection and analytic solution.","28th International Conference on Machine Learning (ICML2011)","28th International Conference on Machine Learning (ICML2011)",,,,,2012,Feb.
"Masashi Sugiyama","Maximum volume clustering.","Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS2011),","JMLR Workshop and Conference Proceedings","Fort Lauderdale","  vol.15",,"  pp.561-569",2012,Feb.
"Tomioka, R,Suzuki T,Sugiyama","Super-linear convergence of dual augmented Lagrangian algorithm for sparsity regularized estimation.",,"Journal of Machine Learning Research",,"Vol. 12",,,2012,Feb.
"Yamada, M.,Sugiyama, M.","Multimedia Information processing with mutual information","2nd Institute of Mathematical Statistics Asia pacific Rim meeting",,,,,,2012,
"Karasuyama, M.,Harada, N.,Sugiyama, M.,Takeuchi, I.","Multi-parametric solution-path algorithm for instance-weighted support vector machines",,"Machine Learning",,"vol. 88","no. 3","pp. 297-330",2012,
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","F-divergence estimation and two-sample homogeneity test under semiparametric density-ratio models",,"IEEE Transactions on Information Theory",,"vol. 58","no. 2","pp. 708-720",2012,
"Zhao, T.,Hachiya, H.,Niu, G.,Sugiyama, M.","Analysis and improvement of policy gradient estimation",,"Neural Networks",,"vol. 26",,"pp. 118-129",2012,
"Masashi Sugiyama","Density Ratio Estimation in Machine Learning",,"A Versatile Tool for Statistical Data Processing","Cambridge University Press, Cambridge, UK",,,,2012,
"Hachiya, H.,Sugiyama, M.,Ueda, N.","Importance-weighted least-squares probabilistic classifier for covariate shift adapptation with application to human activity recognition",,"Neurocomputing",,"vol. 80",,"pp. 93-101",2012,
"Takeuchi, I.,Ogawa, K.,&Sugiyama, M.","Parametric programming approach for non-convex problems in machine learning","Research Institute for Mathematical Sciences",,,,"no. 1829","pp. 23-38",2012,
"Feng, J.,Wang, L.,Sugiyama, M.,Yang, C.,ZhouZ.-H.,Zhang, C.","Boosting and margin theory",,"Frontiers of Electrical and Electronic Engineering",,"vol. 7","no. 1","pp. 127-133",2012,
"Karasuyama, M.,Sugiyama, M.","Canonical dependency analysis based on squared-loss mutual information",,"Neural Networks",,"vol. 34",,"pp. 46-55",2012,
"Sugiyama, M.,Suzuki, T.,Kanamori, T","Density ratio matching under the Bregman divergence:A unified framework of density ratio estimation",,"Annals of the Institlute of Statistical Mathematics",,"vol. 64","no. 5","pp. 1009-1044",2012,
"Sugiyama, M.,Yamada, M.","On kernel parameter selection in Hilbert-Schmidt independence criterion.","IEICE","IEICE Transactions on Information and Systems,",,"vol. 95-D","no. 10","pp. 2564-2567",2012,
"Kobayashi, T.,Sugiyama, M.","Early stopping heuristics in pool-based incremental active learning for least-squares probabilistic classifier",,"IEICE Transactions on Information aand Systems",,"vol. E95-D","no. 8","pp. 2065-2073",2012,
"Yamashita, A.,Sugiyama, M.,Kitagawa, K.,Kobayashi, H.","Multiwavelength-integrated local model fitting method for interferometric surface profiling",,"Applied Optics",,"vol. 51","no. 28","pp. 6700-6707",2012,
"Kurihara, N.,Sugiyama, M.","Improving improtance estimation in pool-based batch active learning for approximate linear regression",,"Neural Networks",,"vol. 36",,"pp. 73-82",2012,
"Simm, J.,Sugiyama, M.,Hachiya, H.","Multi-task approach to reinforcement learning for factored-state Markov decision problems","IEICE",,"IEICE Transactions on Information and Systems","vol. E95-D","no. 10","pp. 2426-2437",2012,
"Sugiyama, M.","Overview of recent advances in density ratio estimation","the 2nd Institute of Mathematical Statistics Asia Pacific Rim Meeting (IMS-APRM2012)",,,,,,2012,
"Khan, R.R.,Sugiyama, M.","Least squares conditional density estimation in semi-supervised learning settings","ICECE",,,,,"pp. 109-112",2012,
"Yamada, M.,Matsugu, M.,& Sugiyama, M.","Salient  Object detection based on direct density-ratio estimation","IPSJ SIG","IPSJ Transactions on Mathematical Modeling and Its Applications",,"vol. 2012-MPS-90","no. 5","pp. 1-8",2012,
"Nakajima, S.,Sugiyama, M.,Babacan, D.","Sparse additive matrix factorizationfor robust PCA and its generalization.","The Forth Asian Conference on Machine Learning (ACML2012)","JMLR Workshop and Conference Proceedings","S.C.H.Hoi,W.Buntine(Eds.)","vol. 25",,"pp. 301-316",2012,
"Liu, S.,Yamada, M.,Collier, N.,Sugiyama, M.","Change-point detection in time-series data by relative density-ratio estimation.","9th International Workshop on Statistical Techniques in Pattern Recognition(SPR2012)","Structural, Syntacic ,and statistical Pattern Recognition, Lecture Notes in Compurter Science,Berlin,Sprenger,2012","G.Gimel'farb,E.Hancock,A.Imiya,A.Kuiper,M.Kudo,S.Omachi,T.Windeatt,K.Yamada.","vol. 7626",,"pp. 363-372",2012,
"Kimura, A.,Sugiyama, M.,Kameoka, H.,Sakano, H.","Designing various component analysis at will","21st Inaternational Conference on Pattern Recognition(ICPR2012)","21st International Conference on Pattern Recognition","21st International Conference on Pattern Recognition",,,"pp. 2959-2962",2012,
"Nakajima, S.,Tomioka, R.,Sugiyama, M.,Babacan, D.","Perfect dimensionality recovery by variational Bayesian PCA.","Neural Information Processing Systems(NIPS2012)","Advances in Neural Information Processing Systems 25","P.Bartlett,F.C.N.Pereira,X.J.C.Burges,L.Bottou,K.Q.Weinberger(Eds.)",,,"pp. 980-988",2012,
"Kimura, A.,Sugiyam, M.,Nakano, T.,Kameoka, H.,Sakano, H.,Maeda, E.,& Ishiguro, K.","SemiCCA:Efficient semi-supervised  learning of canonical correlations","IPSJ SIG","IPSJ Transactions on Mathematical Modeling and its Applications",,"vol. 2012-MPS-90","no. 22","pp. 1-6",2012,
"Sugiyama, M.,Suzuki, T.,Kanamori, T.,Du Plessis, M.C.,Liu, S.,Takeuchi, I.","Density-difference estimation","Neural Information Processing Systems(NIPS2012)","Advances in Neural Information Processing Systems 25","P.Bartlett,F.C.N.Pereira,C.J.Burges,L.Bottou,and K.Q.Weinberger",,,"pp. 692-700",2012,
"Sugiyama, M.,Kawanabe, M.","Machine Learning in Non-Stationary Environments:Introduction to Covariate Shift Adaptataion",,"MIT Press,Cambridge,MA,USA",,,,"page 308",2012,
"Kitagawa, K.,Tsuboi, T.,Sugihara, H.,Sugiyama, M.,Ogawa, H","Development of multi-wavelength single-shot interferometry and its practical application.",,"Journal of the Japan Society for Precision Engineering",,,,,2012,
"Kimura, A.,Sugiyama, M.,Sakano, H.,& Kameoka, H.","Designing various multivariate analysis at will via generalized pairwise expression","IPSJ SIG","IPSJ Transactions on Mathematical Modeling and Its Applications",,"vol. 2012-MPS-90","no. 23","pp. 1-6",2012,
"Sugiyama, M.,Suzuki, T.,Kanamori, T.","Density Ratio Estimation in Machine Learning",,"Cambridge University Press,Cambridge,UK,",,,,"page 344",2012,
"Takeuchi, I.,Ogawa, K.,& Sugiyama, M.","Homotopy methods for non-convex optimization in machine learning","Annual Conference on the Japan Society for Industrial and Applied Mathematics",,,,,"pp. 169-170",2012,
"Sugiyama, M.","Machine Learning by density ratio estimation","Annual Conference on the Japan Society for Industrial and Applied Mathematics","Annual Conference onthe Japan Society for industrial and Applied Mathematics",,,,"pp. 173-174",2012,
"Zhao, T.,Hachiya, H.,& Sugiyama, M.","Efficient data reuse in robot control learning via importnace sampling","2nd Institute of Mathematical Statistics Asia Pacific Rim Meeting",,,,,,2012,
"Yamanaka, M.,Sugiyama, M.,Matsugu, M.","Detection of events without the event category learning.","Vision Engineering Workshop 2011 (ViEW2011)","Vision Engineering Workshop 2011 (ViEW2011)",,,,"pp. 235-242",2011,Dec.
"Yamada, M.,Suzuki, T.,Kanamori, T.,Hachiya, H.,Sugiyama, M.","Relative density-ratio estimation for robust distribution comparison.","Neural Information Processing Systems (NIPS2011),","Advances in Neural Information Processing Systems 24",,,,"pp. 594-602",2011,Dec.
"Zhao, T.,Hachiya, H.,Niu, G.,Sugiyama, M","Analysis and improvement of policy gradient estimation.","Neural Information Processing Systems (NIPS2011),","Advances in Neural Information Processing Systems 24","J. Shawe-Taylor, R. S. Zemel, P. Bartlett, F. C. N. Pereira, and K. Q. Weinberger",,,"pp. 262-270",2011,Dec.
"Nakajima, S.,Sugiyama, M.,Babacan, D.","Global solution of fully-observed variational Bayesian matrix factorization is column-wise independent.","Neural Information Processing Systems (NIPS2011),","Advances in Neural Information Processing Systems 24","J. Shawe-Taylor, R. S. Zemel, P. Bartlett, F. C. N. Pereira, and K. Q. Weinberger",,,"pp. 208-216",2011,Dec.
"Takeuchi, I.,Sugiyama, M.","Target neighbor consistent feature weighting for nearest neighbor classification.","Neural Information Processing Systems (NIPS2011),","Advances in Neural Information Processing Systems 24,","J. Shawe-Taylor, R. S. Zemel, P. Bartlett, F. C. N. Pereira, and K. Q. Weinberger",,,,2011,Nov.
"Yamada, M.,Suzuki, T.,Hachiya, H.,Sugiyama, M.","Relative density-ratio estimation for robust distribution comparison.","IBISML2011","IEICE Technical Report, IBISML2011-46",,,,"pp. 25-32",2011,Nov.
"Xie, N.,Hachiya, H.,Sugiyama, M.","Artist agent (A^2): Stroke painterly rendering based on reinforcement learning.","IBISML2011","IEICE Technical Report, IBISML2011-30",,,,"pp. 119-126",2011,Sept.
"Yamanaka, M.,Matsugu, M.,Sugiyama, M.","Automatic detection of regions of interest based on density ratio estimation.","2011 Annual Conference of I.E.E. of Japan, Industry Applications Society,,","2011 Annual Conference of I.E.E. of Japan, Industry Applications Society,,",,"Vol. 2-S9-4",,"pp. .143-149",2011,Sept.
"Takagi, J.,Ohishi, Y.,Kimura, A.,Sugiyama, M.,Yamada, M.,Kameoka, H.","Automatic audio tag classification via semi-supervised canonical density estimation.","28th International Conference on Machine Learning (ICML2011","28th International Conference on Machine Learning (ICML2011)","Bellevue, Washington, USA",,,"pp. 497-504",2011,July
"Niu, G.,Dai, B.,Yamada, M.,Sugiyama, M.","SERAPH: Semi-supervised metric learning paradigm with hyper sparsity.","IBISML2011","IEICE Technical Report, IBISML2011-8",,,,,2011,June
"Makoto Yamada,Masashi Sugiyama","Direct density-ratio estimation with dimensionality reduction via hetero-distributional subspace analysis.","IBISML2011","IEICE Technical Report, IBISML2011-1",,,,"pp. 1-6",2011,June
"Du Plessis, M. C.,Yamada, M.,Sugiyama, M.","Estimation of squared-loss mutual information from paired and unpaired samples.","IBISML2011","IEICE Technical Report, IBISML2011-11",,,,"pp. 75-81",2011,June
"Kimura, A.,Sugiyama, M.,Kameoka, H.,Sakano, H.","Generalized multivariate analysis wih extended pairwise expression.","Meeting on Image Recognition and Understanding 2011 (MIRU2011),","Meeting on Image Recognition and Understanding 2011 (MIRU2011),",,,,"pp. 10-17",2011,June
"Yamada, M.,Sugiyama, M.","Cross-domain object matching with model selection","Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS2011),","JMLR Workshop and Conference Proceedings",,"vol. 15",,"pp. 807-815",2011,Apr.
"Hachiya, H.,Sugiyama, M.,Ueda, N.","Importance-weighted least-squares probabilistic classifier for covariate shift adaptation with application to human activity recognition.","The 5th International Workshop on Data-Mining and Statistical Science (DMSS2011),",,,,,,2011,Mar.
"Nakajima, S.,Sugiyama, M.,Babacan, D.","On automatic dimensionality selection in probabilistic PCA.",,"IEICE Technical Report, IBISML2010-123",,,,"pp. 131-138",2011,Mar.
"伊原 康行,杉山 将,植木 一也,藤田 光洋.","複数識別器の重み付き統合による多人種の年代識別.","動的画像処理実利用化ワークショップ2011(DIA2011)","動的画像処理実利用化ワークショップ2011(DIA2011)予稿集",,,,"pp. 317-322",2011,Mar.
"Sugiyama, M.,Suzuki, T.,Kanamori, T.","A unified framework of density ratio estimation under Bregman divergence.","2010 Workshop on Information-Based Induction Sciences (IBIS2010)","IEICE Technical Report, IBISML2010-64",,,,"pp. 33-44",2011,Mar.
"森 翔悟,杉山 将,小川 英光,北川 克一,入江 慧.","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.","精密工学会春季大会学術講演会","2011年度精密工学会春季大会学術講演会講演論文集,",,,,"pp. 1031-1032",2011,Mar.
"Niu, G.,Dai, B.,Shang, L.,Sugiyama, M.","Maximum volume clustering","the Second Asian Conference on Machine Learning (ACML2010),",,,,,,2011,Mar.
"Masashi Sugiyama","Improving the accuracy of least-squares probabilistic classifiers.","IBISML2010","IEICE Technical Report, IBISML2010-32",,,,,2011,Mar.
"Mori, S.,Sugiyama, M.,Ogawa, H.,Kitagawa, K.,Irie, K.","Automatic parameter optimization of the local model fitting method for single-shot surface profiling.","the Japan Society for Precision Engineering 2011 Spring Meeting","the Japan Society for Precision Engineering 2011 Spring Meeting",,,,"pp. 1031-1032",2011,Mar.
"Niu, G.,Dai, B.,Shang, L.,Sugiyama, M.","Maximum volume clustering.","The 5th International Workshop on Data-Mining and Statistical Science (DMSS2011),",,,,,,2011,Mar.
"Sugiyama, M.,Yamada, M.,von B?nau, P.,Suzuki, T.,Kanamori, T.,Kawanabe, M.","Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search.",,"Neural Networks",,"vol. 26","no. 2","pp. 309?336",2011,
"Masashi Sugiyama","Least-squares independent component analysis",,"Neural Computation,",,"vol. 23","no. 1","pp. 284?301",2011,
"Hachiya, H.,Peters, J.,Sugiyama, M.","Reward weighted regression with sample reuse for direct policy search in reinforcement learnig",,"Neural Computation",,"vol. 23","no. 11","pp. 2798-2832",2011,
"Simm, J.,Sugiyama, M.,Kato, T.","Computationally efficient multi-task learning with least-squares probabilistic classifiers.",,"IPSJ Transactions on Computer Vision and Applications",,"vol. 3",,"pp. 1?8",2011,
"Hido, S.,Tsuboi, Y.,Kashima, H.,Sugiyama, M.,Kanamori, T.","Statistical outlier detection using direct density ratio estimation.",,"Knowledge and Information Systems",,"vol. 26","no. 2","pp. 309ー336",2011,
"Mori, S.,Ogawa, H.,Kitagawa, K.,Irie, K.,Sugiyama, M.,Ogawa, H.,Kitagawa, K.,Irie, K.","Automatic parameter optimization of the local model fitting method for single-shot surface profiling.",,"Applied Optics",,"Vol. 50","no. 21","pp. 3773-3780",2011,
"Wang, L.,Sugiyama, M.,Jing, Z.,Yang, C.,Zhou Z.-H.,Feng, J.","A refined margin analysis for boosting algorithms via equilibrium margin.",,"Journal of Machine Learning Research",,"Vol. 12",,"pp. 1835-1863",2011,
"Nakajima, S.,Sugiyama, M.","Theoretical analysis of Bayesian matrix factorization",,"Journal of Machine Learnig Research",,"vol. 12",,"pp. 2583-2648",2011,
"杉山将","Least-squares independence test.",,"IEICE Transactions on Information and Systems",,"vol. E94-D","no. 6","pp. 1333-1336",2011,
"杉山将","Improving the accuracy of least-squares probabilistic classifiers.",,"IEICE Transactions on Information and Systems",,"vol. E94-D","no. 6","pp. 1337-1340",2011,
"杉山将","The degrees of freedom of partial least squares regression.",,"Journal of the American Statistical Association,",,"vol. 106","no. 494","pp. 697-705",2011,
"杉山将","Lighting condition adaptation for perceived age estimation",,"IEICE Transactions on Information and Systems",,"vol. E94-D","no. 2","pp. 392-395",2011,
"山中 正雄,真継 優和,杉山 将.","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.","ビジョン技術の実利用ワークショップ2010 (ViEW2010)","ビジョン技術の実利用ワークショップ2010 (ViEW2010)講演論文集",,,,"pp. 7-8",2010,Dec.
"Yamanaka, M.,Matsugu, M.,Sugiyama, M.","Automatic detection of regions of interest using multiple visual saliency measures based on density ratio estimation.","Vision Engineering Workshop 2010 (ViEW2010)","Vision Engineering Workshop 2010 (ViEW2010)",,,,"pp. 9-10",2010,Dec.
"Takagi, J.,Ohishi, Y.,Kimura, A.,Sugiyama, M.,Yamada, M.,Kameoka, H.","Automatic audio tagging and retrieval based on semi-supervised canonical density estimation.","IEICE","IEICE Technical Report, PRMU2010-126",,,,"pp. 1-6",2010,Dec.
"Masashi Sugiyama","Coping with new user problems: Transfer learning in accelerometer-based human activity recognition.","NIPS 2010 Workshop on Transfer Learning by Learning Rich Generative Models",,,,,,2010,Dec.
"Takagi, J.,Ohishi, Y.,Kimura, A.,Sugiyama, M.,Kameoka, H.","Automatic audio tagging and retrieval based on semi-supervised canonical density estimation.","2010 Workshop on Information-Based Induction Sciences (IBIS2010",,,,,,2010,Nov.
"Masashi Sugiyama","Feature selection for reinforcement learning: Evaluating implicit state-reward dependency via conditional mutual information.","the Second Asian Conference on Machine Learning (ACML2010)",,,,,,2010,Nov.
"Masashi Sugiyama","Dependence minimizing regression with model selection for non-linear causal inference under non-Gaussian noise","the Second Asian Conference on Machine Learning (ACML2010)",,,,,,2010,Nov.
"Nakajima, S.,Sugiyama, M.","Model-induced regularization.","the Second Asian Conference on Machine Learning (ACML2010)",,,,,,2010,Nov.
"Yamada, M.,Sugiyama, M.","Cross-domain object matching via maximization of squared-loss mutual information","2010 Workshop on Information-Based Induction Sciences (IBIS2010)","IEICE Technical Report, IBISML2010-61",,,,"pp. 13-18",2010,Nov.
"Morimura, T.,Sugiyama, M.,Kashima, H.,Hachiya, H.,Tanaka, T.","Return density estimation with dynamic programming.","2010 Workshop on Information-Based Induction Sciences (IBIS2010)","IEICE Technical Report, IBISML2010-98",,,,"pp. 283-290",2010,Nov.
"Nakajima, S.,Sugiyama, M.,Tomioka, R.","Global analytic solution for variational Bayesian matrix factorization and its model-induced regularization","2010 Workshop on Information-Based Induction Sciences (IBIS2010)","IEICE Technical Report, IBISML2010-99",,,,"pp. 283-290",2010,Nov.
"Masashi Sugiyama","Single versus multiple sorting in all pairs similarity search.","the Second Asian Conference on Machine Learning (ACML2010),","JMLR Workshop and Conference Proceedings",,"vol. 13",,"pp. 145-160",2010,Nov.
"Hachiya, H.,Sugiyama, M.","Feature selection for reinforcement learning: Evaluating implicit state-reward dependency via conditional mutual information.","the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD2010),","In Machine Learning and Knowledge Discovery in Databases, Lecture Notes in Computer Science",,"vol. 6321",,"pp. 474-489",2010,Sept.
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","Two-sample test by density ratio estimation.","The 2010 Japanese Joint Statistical Meeting","The 2010 Japanese Joint Statistical Meeting",,,,"p. 52",2010,Sept.
"Sugiyama, M.,Suzuki, T.,Itoh, Y.,Kanamori, T.,Kimura, M.","A density ratio approach to two-sample test.","IBISML2010","IEICE Technical Report, IBISML2010-48",,,,"pp. 149-156",2010,Sept.
"Morimura, T.,Sugiyama, M.,Kashima, H.,Hachiya, H.,Tanaka, T.","Convergence analysis of dynamic programming for distributional Bellman equation","Electronics, Information and Systems Conference","Electronics, Information and Systems Society",,,,"pp. 178-183",2010,Sept.
"Suzuki, T.,Tomioka, R.,Sugiyama, M.","On asymptotic properties of multiple kernel learning with elasticnet-type regularization.","The 2010 Japanese Joint Statistical Meeting","The 2010 Japanese Joint Statistical Meeting",,,,"p. 55",2010,Sept.
"鈴木 大慈,冨岡 亮太,杉山 将.","Elasticnet型正則化を用いたMultiple Kernel Learningの漸近的性質について.","2010年度統計関連学会連合大会,","2010年度統計関連学会連合大会,",,,,"pp. .55",2010,Sept.
"森村 哲郎,杉山 将,鹿島 久嗣,八谷 大岳,田中 利幸.","分布Bellman方程式における動的計画法の収束性解析","電気学会 電子・情報・システム部門大会","電気学会 電子・情報・システム部門大会",,,,"pp. 178-183",2010,Sept.
"Simm, J.,Sugiyama, M.,Kato, T.","Multi-task learning with least-squares probabilistic classifiers.","IBISML2010","IEICE Technical Report, IBISML2010-32",,,,"pp. 51-56",2010,Sept.
"Sugiyama, M.,Simm, J.","A computationally-efficient alternative to kernel logistic regression.","IEEE International Workshop on Machine Learning for Signal Processing (MLSP2010),","In Proceedings of IEEE International Workshop on Machine Learning for Signal Processing (MLSP2010),",,,,"pp. 124-129",2010,Aug.
"Ueki, K.,Sugiyama, M.,Ihara, Y.","Perceived age estimation under lighting condition change by covariate shift adaptation.","20th International Conference on Pattern Recognition (ICPR2010),","In Proceedings of 20th International Conference on Pattern Recognition (ICPR2010),",,,,"pp. 3400-3403",2010,Aug.
"Takeda, A.,Gotoh, J.,Sugiyama, M.","Support vector regression as conditional value-at-risk minimization with application to financial time-series analysis.","IEEE International Workshop on Machine Learning for Signal Processing (MLSP2010),","In Proceedings of IEEE International Workshop on Machine Learning for Signal Processing (MLSP2010)",,,,"pp. 118-123",2010,Aug.
"Kimura, A.,Kameoka, H.,Sugiyama, M.,Maeda, E.,Sakano, H.,Ishiguro, K.","SemiCCA: Efficient semi-supervised learning of canonical correlations","20th International Conference on Pattern Recognition (ICPR2010）","In Proceedings of 20th International Conference on Pattern Recognition (ICPR2010),",,,,"pp. 2933-2936",2010,Aug.
"Tomioka, R.,Suzuki, T.,Sugiyama, M.,Kashima, H.","An efficient and general augmented Lagrangian algorithm for learning low-rank matrices.","27th International Conference on Machine Learning (ICML2010)","Proceeding of 27th International Conference on Machine Learning (ICML2010)",,,,,2010,July
"加藤 毅,鹿島 久嗣,杉山 将,浅井 潔.","局所制約を用いた多タスク学習アルゴリズム.","画像の認識・理解シンポジウム2010 (MIRU2010)","画像の認識・理解シンポジウム2010 (MIRU2010)論文集",,,,"pp. 1467-1474",2010,July
"Kato, T.,Kashima, H.,Sugiyama, M.,Asai, K.","Using local constraints for multi-task learning algorithm.","Meeting on Image Recognition and Understanding 2010 (MIRU2010),","In Proceedings of Meeting on Image Recognition and Understanding 2010 (MIRU2010)",,,,"pp. 1467-1474",2010,July
"Kimura, A.,Nakano, T.,Sugiyama, M.,Kameoka, H.,Maeda, E.,Sakano, H.","SSCDE: Semi-supervised canonical density estimation for automatic image annotation retrieval.","Meeting on Image Recognition and Understanding 2010 (MIRU2010),","In Proceedings of Meeting on Image Recognition and Understanding 2010 (MIRU2010),",,,,"pp. 1396-1403",2010,July
"Yamanaka, M.,Matsugu, M.,Sugiyama, M.","Application of density ratio estimation to region-of-interest detection in images.","Meeting on Image Recognition and Understanding 2010 (MIRU2010),","In Proceedings of Meeting on Image Recognition and Understanding 2010 (MIRU2010),",,,,"pp. 67-74",2010,July
"Yamada, M.,Sugiyama, M.","Dependence minimizing regression with model selection for non-linear causal inference under non-Gaussian noise.","the Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI2010)","In Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI2010)",,,,"pp. 643-648",2010,July
"Morimura, T.,Sugiyama, M.,Kashima, H.,Hachiya, H.,Tanaka, T.","Parametric return density estimation for reinforcement learning.","the 26th Conference on Uncertainty in Artificial Intelligence (UAI2010)","In Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence(UAI2010)",,,,,2010,July
"Hachiya, H.,Sugiyama, M.","New feature selection method for reinforcement learning: Conditional mutual information reveals implicit state-reward dependency.","IBISML2010-21","IEICE Technical Report, IBISML2010-21",,,,"pp. 137-144",2010,June
"Yamada, M.,Sugiyama, M.","Dependence minimizing regression with model selection for non-linear causal inference under non-Gaussian noise.","IBISML2010-22","IEICE Technical Report, IBISML2010-22",,,,"pp. 145-151",2010,June
"Morimura, T.,Sugiyama, M.,Kashima, H.,Hachiya, H.,Tanaka, T.","Nonparametric return distribution approximation for reinforcement learning.","27th International Conference on Machine Learning (ICML2010)","Proceeding of 27th International Conference on Machine Learning(ICML2010)",,,,,2010,June
"Nakajima, S.,Sugiyama, M.","On non-identifiability of Bayesian matrix factorization models.","27th International Conference on Machine Learning (ICML2010)","Proceeding of 27th International Conference on Machine Learning (ICML2010)",,,,,2010,June
"Kashima, H.,Yamanishi, Y.,Kato, T.,Sugiyama, M.,Tsuda, K.","Simultaneous inference of multiple biologinal networks.","IPSJ SIG","IPSJ SIG Technical Report",,"vol. 2010ーBIO?21","No. 19","pp. 1-8",2010,June
"Sugiyama, M.","Advances in statistical machine learning: An approach based on probability density ratios.","IBISML2010-1","IEICE Technical Report, IBISML2010-1",,,,"p. 1",2010,June
"Ueki, K.,Sugiyama, M.,Ihara, Y.","Semi-supervised estimation of perceived age from face images.","International Conference on Computer Vision Theory and Applications(VISAPP2010)","In Proceeding of International Conference on Conputer Vision Theory and Applications (VISAPP2010)",,,,,2010,May
"Sugiyama, M.,Takeuchi, I.,Kanamori, T.,Suzuki, T.,Hachiya, H.,Okanohara, D.","Conditional density estimation via least-squares density ratio estimation.","Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS2010)","In Proceedings of Thirteenth Conference on Artificial Intelligence and Statistics (AISTATS2010),",,"Vol. 9",,"pp. 781-788",2010,May
"Suzuki, T.,Sugiyama, M.","Sufficient dimension reduction via squared-loss mutual information estimation.","Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS2010)","In Proceeding of Thirteen International Conference on Artificial Intelligence and Statistics (AISTATS2010)",,"vol. 9",,"pp. 804-811",2010,May
"Sugiyama, M.,Hara, S.,von B?nau, P.,Suzuki, T.,Kanamori, T.,Kawanabe, M.","Direct density ratio estimation with dimensionality reduction.","the 10th SIAM International Conference on Data Mining (SDM2010)","Proceeding of the 10th SIAM International Conference on Data Mining(SDM2010)",,,,"pp. 595-606",2010,Apr.
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","Theoretical analysis of density ratio estimation.","12th Meeting of Special Interest Group on Data Mining and Statistical Mathematics","In Proceedings of the Japanese Society for Artificial Intelligence,",,,,"pp. 65-77",2010,Mar.
"Kr?mer, N.,Sugiyama, M.,Braun, M.","The degrees of freedom of partial least squares regression.","Second Joint Statistical Meeting Deutsche Arbeitsgemeinschaft Statistik (DAGStat2010)",,,,,"p. 217",2010,Mar.
"Masashi Sugiyama","Proceedings of the Second Asian Conference on Machine Learning(ACML2010)",,"JMLR Workshopand Conference Proceedings Tokyo Japan",,"vol. 13",,"page 346",2010,Mar.
"Wichern, G.,Yamada, M.,Thornburg, H.,Sugiyama, M.,Spanias, A.","Automatic audio tagging using covariate shift adaptation.","IEEE International Conference on Acoustics, Speech, and Signal Processing(ICAASP2010)","In Proceeding of IEEEInternational Conference on Acoustics, Speech, and Signal Processing(ICASSP2010)",,,,"pp. 253-256",2010,Mar.
"Yamada, M.,Sugiyama, M.,Wichern, G.,Matsui, T.","Acceleration of sequence kernel computation for real-time speaker identification.","IEEEInternational Conference on Aoustics,Speech, and Signal Processing(ICASSP2010)","In Proceeding of IEEEInternationl Conference on Acoustics,Speech,and Signal Processing(ICASSP2010)",,,,"pp. 1626-1629",2010,Mar.
"Yamada, M.,Sugiyama, M.,Wichern, G.","Direct importance estimation with probabilistic principal component analyzers.","IEEEInternational Conference on Acoustics, Speech, and Signal Processing(ICASSP2010)","In Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2010)",,,,"pp. 1962-1965",2010,Mar.
"Sugiyama, M.,Suzuki, T.,Kanamori, T.","Density ratio estimation: A comprehensive review.",,"RIMS K?ky?roku","Reserch Institute for Mathematical Sciences",,"no. xxxx","pp. xxx?xxx",2010,Mar.
"Kato, T.,Kashima, H.,Sugiyama, M.,Asai, K.","An SOCP formulation for multi-task learning.","IPSJ SIG Mathematical Modeling and Problem Solving,","IPSJ SIG Technical Report",,"Vol. 2010-MPS-77","no. 8","pp. 1-6",2010,Mar.
"Kurihara, N.,Sugiyama, M.,Ogawa, H.,Kitagawa, K.,Suzuki, K.","One-shot surface profiling by weighted local model fitting.",,"In Proceedings of Dynamic Image Processing for Real Application (DIA2010)",,,,"pp. 249-254",2010,Mar.
"Gordon, W.,Yamada, M.,Harvey, T.,Sugiyama, M.,Andreas, S.","Automatic audio tagging using covariate shift adaptation.","Acoustical Society of Japan 2010 Spring Meeting,","In Proceeding of Acoustical Society of Japan 2010 Spring Meening",,,"no. 2-8-19","pp. 989-990",2010,Mar.
"Sugiyama, M.","Superfast probabilistic classifier.","Meeting of IEICE Pattern Recognition and Media Understanding(PRMU)Technical Group","IEICE Technical Report, CQ2009-74",,,,"pp. 127-132",2010,Jan.
"Yamada, M.,Sugiyama, M.,Matsui, T.","Semi-supervised speaker identification under covariate shift.",,"Signal Processing,",,"vol. 90","no. 8","pp. 2353-2361",2010,
"Akiyama, T.,Hachiya, H.,Sugiyama, M.","Efficient exploration through active learning for value function approximation in reinforcement learning.",,"NeuralNetworks",,"Vol. 23","no. 5","pp. 639-648",2010,
"Kanamori, T.,Suzuki, T.,Sugiyama, M.","Theoretical analysis of density ratio estimation",,"IEICE Transactions on Fundamentals of Electronics，Communication and Computer Sciences，",,"Vol. E-93-A","no. 4","pp. 787-798",2010,
"Yamada, M.,Sugiyama, M.","Direct importance estimation with Gaussian mixture models.",,"Signal Processing",,"vol. xxx","no. xxx","pp. xxx-xxx",2010,
"Yamada, M.,Sugiyama, M.,Wichern, G.,Simm, J.","Direct importance estimation with a mixture of probabilistic principal component analyzers",,"IEICE Transactions on Information and Systems,",,"Vol. E93-D","no. xxx","pp. xxx-xxx",2010,
"Ueki, K.,Sugiyama, M.,Ihara, Y.","A semi-supervised approach to perceived age prediction from face images.",,"IEICE Transactions on Information and Systems,",,"Vol. E93-D","no. xxx","pp. xxx-xxx",2010,
"Sugiyama, M.,Hachiya, H.,Kashima, H.,Morimura, T.","Least absolute policy iteration---A robust approach to value function approximation.","IEICE","IEICE Transactions on Information and Systems.",,"Vol. E93-D","no. 9","pp. xxx-xxx",2010,
"Suzuki, T.,Sugiyama, M.","Least-squares independent component analysis",,"Neural Computation","MIT Press Journals","Vol. xxx","no. xxx","pp. xxx-xxx",2010,
"Sugiyama, M.","Superfast-trainable multi-class probabilistic classifier by least-squares posterior fitting.","IEICE","IEICE Transactions on Information and Systems",,"Vol. E93-D","no. xx","pp. xxx-xxx",2010,
"杉山将","密度比に基づく機械学習の新たなアプローチ",,"統計数理",,"vol. 58","no. 2","pp. 141-155",2010,
"Hido, S.,Tsuboi, Y.,Kashima, H.,Sugiyama, M.,Kanamori, T.","Statistical outlier detection using direct density ratio estimation.",,"Knowledge and Information Systems",,"Vol. xxx","no. xxx","pp. xxx?xxx",2010,
"Li, Y.,Koike, Y.,Sugiyama, M.","Application of covariate shift adaptation techniques in brain computer interaces.",,"IEEE Transactions on Biomedical Engineering",,"Vol. 57","no. 6","pp. 1318-1324",2010,
"Masashi Sugiyama,Tsuyoshi Id?,Shinichi Nakajima,Jun Sese","Semi-supervised local Fisher discriminant analysis for dimensionality reduction",,"Machine Learning",,"Vol. 78","No. 1-2","pp. 35-61",2010,
"Kato, T.,Okada, K.,Kashima, H.,Sugiyama, M.","A transfer learning approach and selective integration of multiple types of assays for biological network inference.",,"International Journal of KnowledgeDiscovery in Bioinformatics",,"vol. 1","no. 1","pp. 66-80",2010,
"Shimizu, N.,Sugiyama, M.,Nakagawa, H.","Spectral methods for thesaurus construction.",,"IEICE Transactions on Information and Systems,","IEICE","Vol. E93-$","no. xx","pp. xxx-xxx",2010,
"Yan Li,Hiroyuki Kambara,Yasuharu Koike,Masashi Sugiyama","Application of Covariate Shift Adaptation Techniques in Brain Computer Interfaces.Under review",,"IEEE transactions of Biomedical Engineering",,,,,2010,
"Sugiyama, M.","A new approach to machine learning based on density ratios.",,"Proceeding of the Institute of Statistical Mathematics",,"Vol. xx","no. xx","pp. xxx-xxx",2010,
"Sugiyama, M.,Kawanabe, M.,Chui, P. L.","Dimensionality reduction for density ratio estimation in high-dimensional spaces.",,"Neural Networks,",,"vol. 23","no. 1","pp. 44-59",2010,
"Kato, T.,Kashima, H.,Sugiyama, M.,Asai, K.","Conic programming for multi-task learning.",,"IEEE Transactions on Knowledge and Data Engineering,",,"vol. xxx","no. xxx","pp. xxx-xxx,",2010,