Edit Profile (opens in new tab) Sugiyama, Masashi Compute Distance To: Compute Author ID: sugiyama.masashi Published as: Sugiyama, Masashi Documents Indexed: 108 Publications since 1999, including 5 Books 4 Contributions as Editor Co-Authors: 135 Co-Authors with 105 Joint Publications 2,912 Co-Co-Authors all top 5 Co-Authors 7 single-authored 17 Suzuki, Taiji 15 Niu, Gang 12 Kanamori, Takafumi 9 Yamada, Makoto 8 Müller, Klaus-Robert 8 Nakajima, Shinichi 8 Tangkaratt, Voot 7 Kawanabe, Motoaki 6 du Plessis, Marthinus Christoffel 6 Hachiya, Hirotaka 6 Liu, Song 5 Ogawa, Hidemitsu 5 Sakai, Tomoya 5 Sasaki, Hiroaki 5 Sato, Issei 4 Tomioka, Ryota 4 Zhao, Tingting 3 Babacan, Sevket Derin 3 Bao, Han 3 Blanchard, Gilles 3 Karasuyama, Masayuki 3 Morimoto, Jun 3 Noh, Yung-Kyun 3 Pan, Yuangang 3 Sese, Jun 3 Takeuchi, Ichiro 3 Tsang, Ivor Wai-Hung 3 Zhou, Zhihua 2 Charoenphakdee, Nontawat 2 Dai, Bo 2 Feng, Jufu 2 Hatano, Kohei 2 Holmes, Geoffrey 2 Honda, Junya 2 Hyvärinen, Aapo 2 Kimura, Manabu 2 Ma, Yao 2 Spokoiny, Vladimir G. 2 von Bünau, Paul 2 Wang, Liwei 2 Yang, Cheng 1 Akiyama, Takayuki 1 Buntine, Wray L. 1 Calandriello, Daniele 1 Chen, Si-An 1 Chen, Weijie 1 Chui, Pui Ling 1 Cichocki, Andrzej 1 Collier, Nigel 1 Cui, Zhenghang 1 Durrant, Robert J. 1 Egerstedt, Magnus B. 1 Fu, Shaopeng 1 Fukumizu, Kenji 1 Gutmann, Michael U. 1 Han, Bo 1 Harada, Naoyuki 1 He, Fengxiang 1 Hido, Shohei 1 Ho, TuBao 1 Horev, Inbal 1 Idé, Tsuyoshi 1 Ishida, Takashi 1 Itoh, Yuta 1 Jing, Zhaoxiang 1 Jitkrittum, Wittawat 1 Kano, Hideaki 1 Kashima, Hisashi 1 Kawahara, Yoshinobu 1 Kim, Kee-Eung 1 Kim, Wonyoung 1 King, Irwin 1 Koike, Tetsuya 1 Krämer, Nicole 1 Krauledat, Matthias 1 Kurihara, Nozomi 1 Kuroki, Yuko 1 Kwon, Yongchan 1 Lee, Daniel D. 1 Lee, Namgil 1 Li, Hang 1 Lin, Chin-Teng 1 Lin, Hsuan-Tien 1 Liu, Tie-Yan 1 Lu, Nan 1 Lv, Jiaqi 1 Mandic, Danilo P. 1 Marsland, Stephen R. 1 Matsui, Tomoko 1 Matsuura, Kentaro 1 Miyauchi, Atsushi 1 Mori, Syogo 1 Nakamura, Atsuyoshi 1 Notomista, Gennaro 1 Ogawa, Kohei 1 Ohnishi, Motoya 1 Ong, Cheng Soon 1 Oseledets, Ivan Valer’evich 1 Otani, Naoya 1 Otsubo, Yosuke ...and 35 more Co-Authors all top 5 Serials 32 Neural Computation 23 Machine Learning 14 Neural Networks 14 Journal of Machine Learning Research (JMLR) 3 Annals of the Institute of Statistical Mathematics 2 The Annals of Statistics 2 Signal Processing 2 Entropy 1 IEEE Transactions on Information Theory 1 Automatica 1 Journal of the American Statistical Association 1 Statistics & Decisions 1 New Generation Computing 1 Statistical Analysis and Data Mining 1 Foundations and Trends in Machine Learning 1 Journal of the Japan Statistical Society. Japanese Issue 1 Chapman & Hall/CRC Machine Learning & Pattern Recognition Series 1 Adaptive Computation and Machine Learning all top 5 Fields 80 Computer science (68-XX) 67 Statistics (62-XX) 5 General and overarching topics; collections (00-XX) 5 Numerical analysis (65-XX) 4 Operations research, mathematical programming (90-XX) 4 Information and communication theory, circuits (94-XX) 3 Probability theory and stochastic processes (60-XX) 3 Biology and other natural sciences (92-XX) 2 Combinatorics (05-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 2 Systems theory; control (93-XX) 1 Functional analysis (46-XX) 1 Mechanics of deformable solids (74-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 73 Publications have been cited 513 times in 310 Documents Cited by ▼ Year ▼ Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis. Zbl 1222.68312Sugiyama, Masashi 56 2007 A least-squares approach to direct importance estimation. Zbl 1235.62039Kanamori, Takafumi; Hido, Shohei; Sugiyama, Masashi 39 2009 Covariate shift adaptation by importance weighted cross validation. Zbl 1222.68313Sugiyama, Masashi; Krauledat, Matthias; Müller, Klaus-Robert 36 2007 Direct importance estimation for covariate shift adaptation. Zbl 1294.62069Sugiyama, Masashi; Suzuki, Taiji; Nakajima, Shinichi; Kashima, Hisashi; von Bünau, Paul; Kawanabe, Motoaki 35 2008 Density ratio estimation in machine learning. Foreword by Thomas G. Dietterich. Zbl 1274.62037Sugiyama, Masashi; Suzuki, Taiji; Kanamori, Takafumi 28 2012 Fast learning rate of multiple kernel learning: trade-off between sparsity and smoothness. Zbl 1273.62090Suzuki, Taiji; Sugiyama, Masashi 19 2013 Statistical analysis of kernel-based least-squares density-ratio estimation. Zbl 1246.68182Kanamori, Takafumi; Suzuki, Taiji; Sugiyama, Masashi 17 2012 Input-dependent estimation of generalization error under covariate shift. Zbl 1117.62069Sugiyama, Masashi; Müller, Klaus-Robert 16 2005 Sufficient dimension reduction via squared-loss mutual information estimation. Zbl 1269.62054Suzuki, Taiji; Sugiyama, Masashi 15 2013 Density-ratio matching under the Bregman divergence: a unified framework of density-ratio estimation. Zbl 1440.62111Sugiyama, Masashi; Suzuki, Taiji; Kanamori, Takafumi 13 2012 Tensor networks for dimensionality reduction and large-scale optimization. II: Applications and future perspectives. Zbl 1376.68123Cichocki, Andrzej; Phan, Anh-Huy; Zhao, Qibin; Lee, Namgil; Oseledets, Ivan; Sugiyama, Masashi; Mandic, Danilo 12 2016 Active learning in approximately linear regression based on conditional expectation of generalization error. Zbl 1222.68311Sugiyama, Masashi 11 2006 Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search. Zbl 1217.68188Sugiyama, Masashi; Yamada, Makoto; von Bünau, Paul; Suzuki, Taiji; Kanamori, Takafumi; Kawanabe, Motoaki 11 2011 Change-point detection in time-series data by relative density-ratio estimation. Zbl 1367.62259Liu, Song; Yamada, Makoto; Collier, Nigel; Sugiyama, Masashi 9 2013 Semi-supervised learning of class balance under class-prior change by distribution matching. Zbl 1298.68268du Plessis, Marthinus Christoffel; Sugiyama, Masashi 8 2014 In search of non-Gaussian components of a high-dimensional distribution. Zbl 1222.62009Blanchard, Gilles; Kawanabe, Motoaki; Sugiyama, Masashi; Spokoiny, Vladimir; Müller, Klaus-Robert 8 2006 The degrees of freedom of partial least squares regression. Zbl 1232.62099Krämer, Nicole; Sugiyama, Masashi 8 2011 Super-linear convergence of dual augmented Lagrangian algorithm for sparsity regularized estimation. Zbl 1280.68206Tomioka, Ryota; Suzuki, Taiji; Sugiyama, Masashi 8 2011 \(f\)-divergence estimation and two-sample homogeneity test under semiparametric density-ratio models. Zbl 1365.62119Kanamori, Takafumi; Suzuki, Taiji; Sugiyama, Masashi 8 2012 Computational complexity of kernel-based density-ratio estimation: a condition number analysis. Zbl 1260.68334Kanamori, Takafumi; Suzuki, Taiji; Sugiyama, Masashi 7 2013 Class-prior estimation for learning from positive and unlabeled data. Zbl 1412.68181du Plessis, Marthinus C.; Niu, Gang; Sugiyama, Masashi 7 2017 High-dimensional feature selection by feature-wise kernelized Lasso. Zbl 1410.68328Yamada, Makoto; Jitkrittum, Wittawat; Sigal, Leonid; Xing, Eric P.; Sugiyama, Masashi 7 2014 A new algorithm of non-Gaussian component analysis with radial kernel functions. Zbl 1147.62349Kawanabe, Motoaki; Sugiyama, Masashi; Blanchard, Gilles; Müller, Klaus-Robert 6 2007 Dimensionality reduction for density ratio estimation in high-dimensional spaces. Zbl 1401.62097Sugiyama, Masashi; Kawanabe, Motoaki; Chui, Pui Ling 6 2010 Least-squares two-sample test. Zbl 1414.62311Sugiyama, Masashi; Suzuki, Taiji; Itoh, Yuta; Kanamori, Takafumi; Kimura, Manabu 6 2011 Trading variance reduction with unbiasedness: the regularized subspace information criterion for robust model selection in kernel regression. Zbl 1089.68111Sugiyama, Masashi; Kawanabe, Motoaki; Müller, Klaus-Robert 5 2004 Machine learning with squared-loss mutual information. Zbl 1371.68241Sugiyama, Masashi 5 2013 Density-difference estimation. Zbl 1418.62147Sugiyama, Masashi; Kanamori, Takafumi; Suzuki, Taiji; Du Plessis, Marthinus Christoffel; Liu, Song; Takeuchi, Ichiro 5 2013 A batch ensemble approach to active learning with model selection. Zbl 1254.68226Sugiyama, Masashi; Rubens, Neil 4 2008 Analysis and improvement of policy gradient estimation. Zbl 1245.68165Zhao, Tingting; Hachiya, Hirotaka; Niu, Gang; Sugiyama, Masashi 4 2012 Semi-supervised local Fisher discriminant analysis for dimensionality reduction. Zbl 1470.68180Sugiyama, Masashi; Idé, Tsuyoshi; Nakajima, Shinichi; Sese, Jun 4 2010 Introduction to statistical machine learning. Zbl 1333.68002Sugiyama, Masashi 4 2016 Least-squares independent component analysis. Zbl 1205.94040Suzuki, Taiji; Sugiyama, Masashi 4 2011 Estimating squared-loss mutual information for independent component analysis. Zbl 1301.62060Suzuki, Taiji; Sugiyama, Masashi 4 2009 Semi-supervised speaker identification under covariate shift. Zbl 1194.94154Yamada, Makoto; Sugiyama, Masashi; Matsui, Tomoko 4 2010 Subspace information criterion for model selection. Zbl 0986.68108Sugiyama, Masashi; Ogawa, Hidemitsu 4 2001 Maximum volume clustering: a new discriminative clustering approach. Zbl 1318.62213Niu, Gang; Dai, Bo; Shang, Lin; Sugiyama, Masashi 3 2013 Information-theoretic semi-supervised metric learning via entropy regularization. Zbl 1415.68173Niu, Gang; Dai, Bo; Yamada, Makoto; Sugiyama, Masashi 3 2014 Statistical reinforcement learning. Modern machine learning approaches. Zbl 1330.68011Sugiyama, Masashi 3 2015 Canonical dependency analysis based on squared-loss mutual information. Zbl 1258.68115Karasuyama, Masayuki; Sugiyama, Masashi 3 2012 Condition for perfect dimensionality recovery by variational Bayesian PCA. Zbl 1351.68225Nakajima, Shinichi; Tomioka, Ryota; Sugiyama, Masashi; Babacan, S. Derin 3 2015 Global analytic solution of fully-observed variational Bayesian matrix factorization. Zbl 1436.62228Nakajima, Shinichi; Sugiyama, Masashi; Babacan, S. Derin; Tomioka, Ryota 3 2013 Conditional density estimation with dimensionality reduction via squared-loss conditional entropy minimization. Zbl 1473.62126Tangkaratt, Voot; Xie, Ning; Sugiyama, Masashi 3 2015 Theoretical and experimental analyses of tensor-based regression and classification. Zbl 1418.62259Wimalawarne, Kishan; Tomioka, Ryota; Sugiyama, Masashi 3 2016 Direct density derivative estimation. Zbl 1418.62145Sasaki, Hiroaki; Noh, Yung-Kyun; Niu, Gang; Sugiyama, Masashi 3 2016 Bias reduction and metric learning for nearest-neighbor estimation of Kullback-Leibler divergence. Zbl 1471.62301Noh, Yung-Kyun; Sugiyama, Masashi; Liu, Song; Du Plessis, Marthinus C.; Park, Frank Chongwoo; Lee, Daniel D. 2 2018 The subspace information criterion for infinite-dimensional hypothesis spaces. Zbl 1088.68155Sugiyama, Masashi; Müller, Klaus-Robert 2 2003 Good arm identification via bandit feedback. Zbl 1491.68160Kano, Hideaki; Honda, Junya; Sakamaki, Kentaro; Matsuura, Kentaro; Nakamura, Atsuyoshi; Sugiyama, Masashi 2 2019 Efficient exploration through active learning for value function approximation in reinforcement learning. Zbl 1396.68086Akiyama, Takayuki; Hachiya, Hirotaka; Sugiyama, Masashi 2 2010 Reward-weighted regression with sample reuse for direct policy search in reinforcement learning. Zbl 1237.68147Hachiya, Hirotaka; Peters, Jan; Sugiyama, Masashi 2 2011 On generalization performance and non-convex optimization of extended \(\nu \)-support vector machine. Zbl 1183.68508Takeda, Akiko; Sugiyama, Masashi 2 2009 Homotopy continuation approaches for robust SV classification and regression. Zbl 1455.68186Suzumura, Shinya; Ogawa, Kohei; Sugiyama, Masashi; Karasuyama, Masayuki; Takeuchi, Ichiro 2 2017 Semi-supervised information-maximization clustering. Zbl 1325.68207Calandriello, Daniele; Niu, Gang; Sugiyama, Masashi 2 2014 Theoretical analysis of Bayesian matrix factorization. Zbl 1280.62034Nakajima, Shinichi; Sugiyama, Masashi 2 2011 Semi-supervised AUC optimization based on positive-unlabeled learning. Zbl 1458.68178Sakai, Tomoya; Niu, Gang; Sugiyama, Masashi 2 2018 Variational Bayesian learning theory. Zbl 1434.68009Nakajima, Shinichi; Watanabe, Kazuho; Sugiyama, Masashi 2 2019 Geometry-aware principal component analysis for symmetric positive definite matrices. Zbl 1459.62236Horev, Inbal; Yger, Florian; Sugiyama, Masashi 2 2017 Sequential change-point detection based on direct density-ratio estimation. Zbl 07260318Kawahara, Yoshinobu; Sugiyama, Masashi 2 2012 Relative density-ratio estimation for robust distribution comparison. Zbl 1414.62115Yamada, Makoto; Suzuki, Taiji; Kanamori, Takafumi; Hachiya, Hirotaka; Sugiyama, Masashi 2 2013 Regularized multitask learning for multidimensional log-density gradient estimation. Zbl 1474.68284Yamane, Ikko; Sasaki, Hiroaki; Sugiyama, Masashi 2 2016 Mode-seeking clustering and density ridge estimation via direct estimation of density-derivative-ratios. Zbl 1468.68168Sasaki, Hiroaki; Kanamori, Takafumi; Hyvärinen, Aapo; Niu, Gang; Sugiyama, Masashi 1 2018 Stochastic multichannel ranking with brain dynamics preferences. Zbl 1450.92046Pan, Yuangang; Tsang, Ivor W.; Singh, Avinash K.; Lin, Chin-Teng; Sugiyama, Masashi 1 2020 Classification from triplet comparison data. Zbl 1468.68150Cui, Zhenghang; Charoenphakdee, Nontawat; Sato, Issei; Sugiyama, Masashi 1 2020 A unified method for optimizing linear image restoration filters. Zbl 1010.94502Sugiyama, Masashi; Ogawa, Hidemitsu 1 2002 Least-squares independence regression for non-linear causal inference under non-Gaussian noise. Zbl 1317.68198Yamada, Makoto; Sugiyama, Masashi; Sese, Jun 1 2014 Direct estimation of the derivative of quadratic mutual information with application in supervised dimension reduction. Zbl 1461.62081Tangkaratt, Voot; Sasaki, Hiroaki; Sugiyama, Masashi 1 2017 Multi-parametric solution-path algorithm for instance-weighted support vector machines. Zbl 1260.68335Karasuyama, Masayuki; Harada, Naoyuki; Sugiyama, Masashi; Takeuchi, Ichiro 1 2012 Theory and algorithm for learning with dissimilarity functions. Zbl 1178.68476Wang, Liwei; Sugiyama, Masashi; Yang, Cheng; Hatano, Kohei; Feng, Jufu 1 2009 A refined margin analysis for boosting algorithms via equilibrium margin. Zbl 1280.68214Wang, Liwei; Sugiyama, Masashi; Jing, Zhaoxiang; Yang, Cheng; Zhou, Zhi-Hua; Feng, Jufu 1 2011 Variational Bayesian sparse additive matrix factorization. Zbl 1273.62136Nakajima, Shinichi; Sugiyama, Masashi; Babacan, S. Derin 1 2013 Support consistency of direct sparse-change learning in Markov networks. Zbl 1371.62022Liu, Song; Suzuki, Taiji; Relator, Raissa; Sese, Jun; Sugiyama, Masashi; Fukumizu, Kenji 1 2017 Information-maximization clustering based on squared-loss mutual information. Zbl 1418.62257Sugiyama, Masashi; Niu, Gang; Yamada, Makoto; Kimura, Manabu; Hachiya, Hirotaka 1 2014 An online policy gradient algorithm for Markov decision processes with continuous states and actions. Zbl 1472.68149Ma, Yao; Zhao, Tingting; Hatano, Kohei; Sugiyama, Masashi 1 2016 Stochastic multichannel ranking with brain dynamics preferences. Zbl 1450.92046Pan, Yuangang; Tsang, Ivor W.; Singh, Avinash K.; Lin, Chin-Teng; Sugiyama, Masashi 1 2020 Classification from triplet comparison data. Zbl 1468.68150Cui, Zhenghang; Charoenphakdee, Nontawat; Sato, Issei; Sugiyama, Masashi 1 2020 Good arm identification via bandit feedback. Zbl 1491.68160Kano, Hideaki; Honda, Junya; Sakamaki, Kentaro; Matsuura, Kentaro; Nakamura, Atsuyoshi; Sugiyama, Masashi 2 2019 Variational Bayesian learning theory. Zbl 1434.68009Nakajima, Shinichi; Watanabe, Kazuho; Sugiyama, Masashi 2 2019 Bias reduction and metric learning for nearest-neighbor estimation of Kullback-Leibler divergence. Zbl 1471.62301Noh, Yung-Kyun; Sugiyama, Masashi; Liu, Song; Du Plessis, Marthinus C.; Park, Frank Chongwoo; Lee, Daniel D. 2 2018 Semi-supervised AUC optimization based on positive-unlabeled learning. Zbl 1458.68178Sakai, Tomoya; Niu, Gang; Sugiyama, Masashi 2 2018 Mode-seeking clustering and density ridge estimation via direct estimation of density-derivative-ratios. Zbl 1468.68168Sasaki, Hiroaki; Kanamori, Takafumi; Hyvärinen, Aapo; Niu, Gang; Sugiyama, Masashi 1 2018 Class-prior estimation for learning from positive and unlabeled data. Zbl 1412.68181du Plessis, Marthinus C.; Niu, Gang; Sugiyama, Masashi 7 2017 Homotopy continuation approaches for robust SV classification and regression. Zbl 1455.68186Suzumura, Shinya; Ogawa, Kohei; Sugiyama, Masashi; Karasuyama, Masayuki; Takeuchi, Ichiro 2 2017 Geometry-aware principal component analysis for symmetric positive definite matrices. Zbl 1459.62236Horev, Inbal; Yger, Florian; Sugiyama, Masashi 2 2017 Direct estimation of the derivative of quadratic mutual information with application in supervised dimension reduction. Zbl 1461.62081Tangkaratt, Voot; Sasaki, Hiroaki; Sugiyama, Masashi 1 2017 Support consistency of direct sparse-change learning in Markov networks. Zbl 1371.62022Liu, Song; Suzuki, Taiji; Relator, Raissa; Sese, Jun; Sugiyama, Masashi; Fukumizu, Kenji 1 2017 Tensor networks for dimensionality reduction and large-scale optimization. II: Applications and future perspectives. Zbl 1376.68123Cichocki, Andrzej; Phan, Anh-Huy; Zhao, Qibin; Lee, Namgil; Oseledets, Ivan; Sugiyama, Masashi; Mandic, Danilo 12 2016 Introduction to statistical machine learning. Zbl 1333.68002Sugiyama, Masashi 4 2016 Theoretical and experimental analyses of tensor-based regression and classification. Zbl 1418.62259Wimalawarne, Kishan; Tomioka, Ryota; Sugiyama, Masashi 3 2016 Direct density derivative estimation. Zbl 1418.62145Sasaki, Hiroaki; Noh, Yung-Kyun; Niu, Gang; Sugiyama, Masashi 3 2016 Regularized multitask learning for multidimensional log-density gradient estimation. Zbl 1474.68284Yamane, Ikko; Sasaki, Hiroaki; Sugiyama, Masashi 2 2016 An online policy gradient algorithm for Markov decision processes with continuous states and actions. Zbl 1472.68149Ma, Yao; Zhao, Tingting; Hatano, Kohei; Sugiyama, Masashi 1 2016 Statistical reinforcement learning. Modern machine learning approaches. Zbl 1330.68011Sugiyama, Masashi 3 2015 Condition for perfect dimensionality recovery by variational Bayesian PCA. Zbl 1351.68225Nakajima, Shinichi; Tomioka, Ryota; Sugiyama, Masashi; Babacan, S. Derin 3 2015 Conditional density estimation with dimensionality reduction via squared-loss conditional entropy minimization. Zbl 1473.62126Tangkaratt, Voot; Xie, Ning; Sugiyama, Masashi 3 2015 Semi-supervised learning of class balance under class-prior change by distribution matching. Zbl 1298.68268du Plessis, Marthinus Christoffel; Sugiyama, Masashi 8 2014 High-dimensional feature selection by feature-wise kernelized Lasso. Zbl 1410.68328Yamada, Makoto; Jitkrittum, Wittawat; Sigal, Leonid; Xing, Eric P.; Sugiyama, Masashi 7 2014 Information-theoretic semi-supervised metric learning via entropy regularization. Zbl 1415.68173Niu, Gang; Dai, Bo; Yamada, Makoto; Sugiyama, Masashi 3 2014 Semi-supervised information-maximization clustering. Zbl 1325.68207Calandriello, Daniele; Niu, Gang; Sugiyama, Masashi 2 2014 Least-squares independence regression for non-linear causal inference under non-Gaussian noise. Zbl 1317.68198Yamada, Makoto; Sugiyama, Masashi; Sese, Jun 1 2014 Information-maximization clustering based on squared-loss mutual information. Zbl 1418.62257Sugiyama, Masashi; Niu, Gang; Yamada, Makoto; Kimura, Manabu; Hachiya, Hirotaka 1 2014 Fast learning rate of multiple kernel learning: trade-off between sparsity and smoothness. Zbl 1273.62090Suzuki, Taiji; Sugiyama, Masashi 19 2013 Sufficient dimension reduction via squared-loss mutual information estimation. Zbl 1269.62054Suzuki, Taiji; Sugiyama, Masashi 15 2013 Change-point detection in time-series data by relative density-ratio estimation. Zbl 1367.62259Liu, Song; Yamada, Makoto; Collier, Nigel; Sugiyama, Masashi 9 2013 Computational complexity of kernel-based density-ratio estimation: a condition number analysis. Zbl 1260.68334Kanamori, Takafumi; Suzuki, Taiji; Sugiyama, Masashi 7 2013 Machine learning with squared-loss mutual information. Zbl 1371.68241Sugiyama, Masashi 5 2013 Density-difference estimation. Zbl 1418.62147Sugiyama, Masashi; Kanamori, Takafumi; Suzuki, Taiji; Du Plessis, Marthinus Christoffel; Liu, Song; Takeuchi, Ichiro 5 2013 Maximum volume clustering: a new discriminative clustering approach. Zbl 1318.62213Niu, Gang; Dai, Bo; Shang, Lin; Sugiyama, Masashi 3 2013 Global analytic solution of fully-observed variational Bayesian matrix factorization. Zbl 1436.62228Nakajima, Shinichi; Sugiyama, Masashi; Babacan, S. Derin; Tomioka, Ryota 3 2013 Relative density-ratio estimation for robust distribution comparison. Zbl 1414.62115Yamada, Makoto; Suzuki, Taiji; Kanamori, Takafumi; Hachiya, Hirotaka; Sugiyama, Masashi 2 2013 Variational Bayesian sparse additive matrix factorization. Zbl 1273.62136Nakajima, Shinichi; Sugiyama, Masashi; Babacan, S. Derin 1 2013 Density ratio estimation in machine learning. Foreword by Thomas G. Dietterich. Zbl 1274.62037Sugiyama, Masashi; Suzuki, Taiji; Kanamori, Takafumi 28 2012 Statistical analysis of kernel-based least-squares density-ratio estimation. Zbl 1246.68182Kanamori, Takafumi; Suzuki, Taiji; Sugiyama, Masashi 17 2012 Density-ratio matching under the Bregman divergence: a unified framework of density-ratio estimation. Zbl 1440.62111Sugiyama, Masashi; Suzuki, Taiji; Kanamori, Takafumi 13 2012 \(f\)-divergence estimation and two-sample homogeneity test under semiparametric density-ratio models. Zbl 1365.62119Kanamori, Takafumi; Suzuki, Taiji; Sugiyama, Masashi 8 2012 Analysis and improvement of policy gradient estimation. Zbl 1245.68165Zhao, Tingting; Hachiya, Hirotaka; Niu, Gang; Sugiyama, Masashi 4 2012 Canonical dependency analysis based on squared-loss mutual information. Zbl 1258.68115Karasuyama, Masayuki; Sugiyama, Masashi 3 2012 Sequential change-point detection based on direct density-ratio estimation. Zbl 07260318Kawahara, Yoshinobu; Sugiyama, Masashi 2 2012 Multi-parametric solution-path algorithm for instance-weighted support vector machines. Zbl 1260.68335Karasuyama, Masayuki; Harada, Naoyuki; Sugiyama, Masashi; Takeuchi, Ichiro 1 2012 Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search. Zbl 1217.68188Sugiyama, Masashi; Yamada, Makoto; von Bünau, Paul; Suzuki, Taiji; Kanamori, Takafumi; Kawanabe, Motoaki 11 2011 The degrees of freedom of partial least squares regression. Zbl 1232.62099Krämer, Nicole; Sugiyama, Masashi 8 2011 Super-linear convergence of dual augmented Lagrangian algorithm for sparsity regularized estimation. Zbl 1280.68206Tomioka, Ryota; Suzuki, Taiji; Sugiyama, Masashi 8 2011 Least-squares two-sample test. Zbl 1414.62311Sugiyama, Masashi; Suzuki, Taiji; Itoh, Yuta; Kanamori, Takafumi; Kimura, Manabu 6 2011 Least-squares independent component analysis. Zbl 1205.94040Suzuki, Taiji; Sugiyama, Masashi 4 2011 Reward-weighted regression with sample reuse for direct policy search in reinforcement learning. Zbl 1237.68147Hachiya, Hirotaka; Peters, Jan; Sugiyama, Masashi 2 2011 Theoretical analysis of Bayesian matrix factorization. Zbl 1280.62034Nakajima, Shinichi; Sugiyama, Masashi 2 2011 A refined margin analysis for boosting algorithms via equilibrium margin. Zbl 1280.68214Wang, Liwei; Sugiyama, Masashi; Jing, Zhaoxiang; Yang, Cheng; Zhou, Zhi-Hua; Feng, Jufu 1 2011 Dimensionality reduction for density ratio estimation in high-dimensional spaces. Zbl 1401.62097Sugiyama, Masashi; Kawanabe, Motoaki; Chui, Pui Ling 6 2010 Semi-supervised local Fisher discriminant analysis for dimensionality reduction. Zbl 1470.68180Sugiyama, Masashi; Idé, Tsuyoshi; Nakajima, Shinichi; Sese, Jun 4 2010 Semi-supervised speaker identification under covariate shift. Zbl 1194.94154Yamada, Makoto; Sugiyama, Masashi; Matsui, Tomoko 4 2010 Efficient exploration through active learning for value function approximation in reinforcement learning. Zbl 1396.68086Akiyama, Takayuki; Hachiya, Hirotaka; Sugiyama, Masashi 2 2010 A least-squares approach to direct importance estimation. Zbl 1235.62039Kanamori, Takafumi; Hido, Shohei; Sugiyama, Masashi 39 2009 Estimating squared-loss mutual information for independent component analysis. Zbl 1301.62060Suzuki, Taiji; Sugiyama, Masashi 4 2009 On generalization performance and non-convex optimization of extended \(\nu \)-support vector machine. Zbl 1183.68508Takeda, Akiko; Sugiyama, Masashi 2 2009 Theory and algorithm for learning with dissimilarity functions. Zbl 1178.68476Wang, Liwei; Sugiyama, Masashi; Yang, Cheng; Hatano, Kohei; Feng, Jufu 1 2009 Direct importance estimation for covariate shift adaptation. Zbl 1294.62069Sugiyama, Masashi; Suzuki, Taiji; Nakajima, Shinichi; Kashima, Hisashi; von Bünau, Paul; Kawanabe, Motoaki 35 2008 A batch ensemble approach to active learning with model selection. Zbl 1254.68226Sugiyama, Masashi; Rubens, Neil 4 2008 Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis. Zbl 1222.68312Sugiyama, Masashi 56 2007 Covariate shift adaptation by importance weighted cross validation. Zbl 1222.68313Sugiyama, Masashi; Krauledat, Matthias; Müller, Klaus-Robert 36 2007 A new algorithm of non-Gaussian component analysis with radial kernel functions. Zbl 1147.62349Kawanabe, Motoaki; Sugiyama, Masashi; Blanchard, Gilles; Müller, Klaus-Robert 6 2007 Active learning in approximately linear regression based on conditional expectation of generalization error. Zbl 1222.68311Sugiyama, Masashi 11 2006 In search of non-Gaussian components of a high-dimensional distribution. Zbl 1222.62009Blanchard, Gilles; Kawanabe, Motoaki; Sugiyama, Masashi; Spokoiny, Vladimir; Müller, Klaus-Robert 8 2006 Input-dependent estimation of generalization error under covariate shift. Zbl 1117.62069Sugiyama, Masashi; Müller, Klaus-Robert 16 2005 Trading variance reduction with unbiasedness: the regularized subspace information criterion for robust model selection in kernel regression. Zbl 1089.68111Sugiyama, Masashi; Kawanabe, Motoaki; Müller, Klaus-Robert 5 2004 The subspace information criterion for infinite-dimensional hypothesis spaces. Zbl 1088.68155Sugiyama, Masashi; Müller, Klaus-Robert 2 2003 A unified method for optimizing linear image restoration filters. Zbl 1010.94502Sugiyama, Masashi; Ogawa, Hidemitsu 1 2002 Subspace information criterion for model selection. Zbl 0986.68108Sugiyama, Masashi; Ogawa, Hidemitsu 4 2001 all cited Publications top 5 cited Publications all top 5 Cited by 727 Authors 52 Sugiyama, Masashi 14 Suzuki, Taiji 12 Kanamori, Takafumi 9 Niu, Gang 9 Yamada, Makoto 6 Hachiya, Hirotaka 6 Kawanabe, Motoaki 6 Lian, Heng 6 Zhang, Zhao 5 du Plessis, Marthinus Christoffel 5 Sasaki, Hiroaki 5 Tangkaratt, Voot 4 Liu, Song 4 Nakajima, Shinichi 3 Batselier, Kim 3 Bertrand, Frédéric 3 Chang, Chin-Chun 3 Chow, Tommy W. S. 3 Maumy-Bertrand, Myriam 3 Meyer, Nicolas 3 Müller, Klaus-Robert 3 Sese, Jun 3 Takeuchi, Ichiro 3 Zhao, Tingting 2 Akiyama, Takayuki 2 Amato, Umberto 2 Antoniadis, Anestis 2 Atienza, David 2 Bielza, Concha 2 Blanchard, Gilles 2 Bouveyron, Charles 2 Bouzebda, Salim 2 Brown, Gavin 2 Che, Maolin 2 Chen, Songcan 2 Cheriet, Mohamed 2 Cichocki, Andrzej 2 Courty, Nicolas 2 Du, Minghui 2 Feng, Jufu 2 Flamary, Rémi 2 Gao, Junbin 2 Gutmann, Michael U. 2 He, Jiazhong 2 Huang, Gan 2 Karasuyama, Masayuki 2 Kawahara, Yoshinobu 2 Kawakita, Masanori 2 Kim, Ilmun 2 Kimura, Manabu 2 Larrañaga, Pedro 2 Li, Rui 2 Liu, Guangquan 2 Lv, Shaogao 2 Magnanensi, Jérémy 2 Matteson, David S. 2 Meng, Jianjun 2 Morimoto, Jun 2 Moser, Bernhard Alois 2 Mu, Tingting 2 Mukherjee, Sayan 2 Nie, Feiping 2 Noh, Yung-Kyun 2 Nouy, Anthony 2 Peters, Jan 2 Rakotomamonjy, Alain 2 Risk, Benjamin B. 2 Sakai, Tomoya 2 Sato, Issei 2 Sechidis, Konstantinos 2 Sheng, Baohuai 2 Takeda, Akiko 2 Teisseyre, Paweł 2 von Bünau, Paul 2 Wang, Liwei 2 Wang, Shitong 2 Wang, Shuhua 2 Wei, Yimin 2 Willcox, Karen E. 2 Wimalawarne, Kishan 2 Yamaguchi, Kazuhiro 2 Yang, Jingyu 2 Ye, Ning 2 Zellinger, Werner 2 Zhang, Di 2 Zhang, Dingguo 2 Zhao, Mingbo 2 Zhong, Guoqiang 2 Zhu, Xiangyang 1 Abu-Mostafa, Yaser S. 1 Akimoto, Youhei 1 Akuzawa, Kei 1 Alaya, M. El 1 Albert, Réka 1 Allaire, Douglas 1 Alquier, Pierre 1 Amaral, Sergio 1 An, Gaoyun 1 Ananiadou, Sophia 1 Ang, Kai Keng ...and 627 more Authors all top 5 Cited in 105 Serials 38 Neural Computation 31 Neural Networks 25 Machine Learning 19 Pattern Recognition 10 The Annals of Statistics 10 Electronic Journal of Statistics 9 Journal of Machine Learning Research (JMLR) 8 Information Sciences 6 Annals of the Institute of Statistical Mathematics 5 Statistical Analysis and Data Mining 4 Journal of the American Statistical Association 4 Journal of Multivariate Analysis 4 Computational Statistics and Data Analysis 4 SIAM Journal on Scientific Computing 3 Computational Statistics 3 Journal of Statistical Computation and Simulation 3 Test 3 Mathematical Problems in Engineering 3 Computational & Mathematical Methods in Medicine 3 Journal of Computational and Graphical Statistics 3 Statistics and Computing 2 Physica A 2 Psychometrika 2 Insurance Mathematics & Economics 2 Signal Processing 2 Communications in Statistics. Simulation and Computation 2 Stochastic Processes and their Applications 2 Journal of Mathematical Imaging and Vision 2 The Journal of Artificial Intelligence Research (JAIR) 2 Bernoulli 2 Soft Computing 2 Entropy 2 Computational Intelligence 2 International Journal of Wavelets, Multiresolution and Information Processing 2 The Annals of Applied Statistics 2 Bayesian Analysis 2 Computer Science Review 1 Computer Methods in Applied Mechanics and Engineering 1 Journal of Mathematical Analysis and Applications 1 Scandinavian Journal of Statistics 1 Automatica 1 Journal of Econometrics 1 Journal of Optimization Theory and Applications 1 Journal of Statistical Planning and Inference 1 Theoretical Computer Science 1 Journal of Classification 1 Sequential Analysis 1 Journal of Complexity 1 New Generation Computing 1 International Journal of Approximate Reasoning 1 Asia-Pacific Journal of Operational Research 1 Applied Mathematics Letters 1 SIAM Journal on Matrix Analysis and Applications 1 Journal of Scientific Computing 1 Multidimensional Systems and Signal Processing 1 International Journal of Adaptive Control and Signal Processing 1 Computational Mathematics and Mathematical Physics 1 Communications in Statistics. Theory and Methods 1 European Journal of Operational Research 1 Linear Algebra and its Applications 1 SIAM Journal on Optimization 1 Cybernetics and Systems Analysis 1 Computational Optimization and Applications 1 Applied and Computational Harmonic Analysis 1 Mathematical Methods of Statistics 1 International Journal of Computer Vision 1 Annals of Mathematics and Artificial Intelligence 1 INFORMS Journal on Computing 1 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 1 Optimization Methods & Software 1 Mathematical Methods of Operations Research 1 PAA. Pattern Analysis and Applications 1 Data Mining and Knowledge Discovery 1 International Journal of Applied Mathematics and Computer Science 1 Methodology and Computing in Applied Probability 1 Annales Henri Poincaré 1 Acta Mathematica Scientia. Series B. (English Edition) 1 Statistical Modelling 1 Natural Computing 1 SIAM Journal on Applied Dynamical Systems 1 Statistical Applications in Genetics and Molecular Biology 1 Analysis and Applications (Singapore) 1 Journal of the Indonesian Mathematical Society 1 Fuzzy Optimization and Decision Making 1 Computational Management Science 1 Statistical Methods and Applications 1 Engineering Optimization 1 Advances in Data Analysis and Classification. ADAC 1 Operators and Matrices 1 Discrete and Continuous Dynamical Systems. Series S 1 Statistics Surveys 1 Science China. Information Sciences 1 International Journal for Numerical Methods in Biomedical Engineering 1 Symmetry 1 Sankhyā. Series A 1 Chilean Journal of Statistics 1 Random Matrices: Theory and Applications 1 Frontiers of Computer Science in China 1 Journal of Theoretical Biology 1 Frontiers of Computer Science ...and 5 more Serials all top 5 Cited in 24 Fields 193 Statistics (62-XX) 166 Computer science (68-XX) 25 Numerical analysis (65-XX) 19 Operations research, mathematical programming (90-XX) 15 Biology and other natural sciences (92-XX) 15 Information and communication theory, circuits (94-XX) 11 Linear and multilinear algebra; matrix theory (15-XX) 8 Probability theory and stochastic processes (60-XX) 8 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 7 Functional analysis (46-XX) 5 Systems theory; control (93-XX) 4 Calculus of variations and optimal control; optimization (49-XX) 3 Statistical mechanics, structure of matter (82-XX) 2 Approximations and expansions (41-XX) 1 General and overarching topics; collections (00-XX) 1 Combinatorics (05-XX) 1 Algebraic geometry (14-XX) 1 Measure and integration (28-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Operator theory (47-XX) 1 Differential geometry (53-XX) 1 Quantum theory (81-XX) 1 Astronomy and astrophysics (85-XX) Citations by Year