Sakai, Tomoya; Niu, Gang; Sugiyama, Masashi Information-theoretic representation learning for positive-unlabeled classification. (English) Zbl 1520.68157 Neural Comput. 33, No. 1, 244-268 (2021). MSC: 68T05 62H30 68T07 94A15 PDFBibTeX XMLCite \textit{T. Sakai} et al., Neural Comput. 33, No. 1, 244--268 (2021; Zbl 1520.68157) Full Text: DOI arXiv
Pan, Yuangang; Tsang, Ivor W.; Singh, Avinash K.; Lin, Chin-Teng; Sugiyama, Masashi Stochastic multichannel ranking with brain dynamics preferences. (English) Zbl 1450.92046 Neural Comput. 32, No. 8, 1499-1530 (2020). MSC: 92C55 92C20 PDFBibTeX XMLCite \textit{Y. Pan} et al., Neural Comput. 32, No. 8, 1499--1530 (2020; Zbl 1450.92046) Full Text: DOI Link
Suzumura, Shinya; Ogawa, Kohei; Sugiyama, Masashi; Karasuyama, Masayuki; Takeuchi, Ichiro Homotopy continuation approaches for robust SV classification and regression. (English) Zbl 1455.68186 Mach. Learn. 106, No. 7, 1009-1038 (2017). MSC: 68T05 62G35 62H30 62J02 90C26 90C90 PDFBibTeX XMLCite \textit{S. Suzumura} et al., Mach. Learn. 106, No. 7, 1009--1038 (2017; Zbl 1455.68186) Full Text: DOI arXiv
Shiga, Motoki; Tangkaratt, Voot; Sugiyama, Masashi Direct conditional probability density estimation with sparse feature selection. (English) Zbl 1343.62019 Mach. Learn. 100, No. 2-3, 161-182 (2015). MSC: 62G07 62G08 PDFBibTeX XMLCite \textit{M. Shiga} et al., Mach. Learn. 100, No. 2--3, 161--182 (2015; Zbl 1343.62019) Full Text: DOI
Liu, Song; Quinn, John A.; Gutmann, Michael U.; Suzuki, Taiji; Sugiyama, Masashi Direct learning of sparse changes in Markov networks by density ratio estimation. (English) Zbl 1419.62140 Neural Comput. 26, No. 6, 1169-1197 (2014). MSC: 62H12 62G07 05C90 PDFBibTeX XMLCite \textit{S. Liu} et al., Neural Comput. 26, No. 6, 1169--1197 (2014; Zbl 1419.62140) Full Text: DOI
Yamada, Makoto; Jitkrittum, Wittawat; Sigal, Leonid; Xing, Eric P.; Sugiyama, Masashi High-dimensional feature selection by feature-wise kernelized Lasso. (English) Zbl 1410.68328 Neural Comput. 26, No. 1, 185-207 (2014). MSC: 68T05 62G08 62J07 PDFBibTeX XMLCite \textit{M. Yamada} et al., Neural Comput. 26, No. 1, 185--207 (2014; Zbl 1410.68328) Full Text: DOI arXiv
Yamada, Makoto; Sugiyama, Masashi; Sese, Jun Least-squares independence regression for non-linear causal inference under non-Gaussian noise. (English) Zbl 1317.68198 Mach. Learn. 96, No. 3, 249-267 (2014). MSC: 68T05 62J02 PDFBibTeX XMLCite \textit{M. Yamada} et al., Mach. Learn. 96, No. 3, 249--267 (2014; Zbl 1317.68198) Full Text: DOI arXiv
du Plessis, Marthinus Christoffel; Sugiyama, Masashi Semi-supervised learning of class balance under class-prior change by distribution matching. (English) Zbl 1298.68268 Neural Netw. 50, 110-119 (2014). MSC: 68T37 68T05 PDFBibTeX XMLCite \textit{M. C. du Plessis} and \textit{M. Sugiyama}, Neural Netw. 50, 110--119 (2014; Zbl 1298.68268) Full Text: DOI arXiv
Sugiyama, Masashi; Kanamori, Takafumi; Suzuki, Taiji; Du Plessis, Marthinus Christoffel; Liu, Song; Takeuchi, Ichiro Density-difference estimation. (English) Zbl 1418.62147 Neural Comput. 25, No. 10, 2734-2775 (2013). MSC: 62G07 62G35 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Neural Comput. 25, No. 10, 2734--2775 (2013; Zbl 1418.62147) Full Text: DOI arXiv
Yamada, Makoto; Suzuki, Taiji; Kanamori, Takafumi; Hachiya, Hirotaka; Sugiyama, Masashi Relative density-ratio estimation for robust distribution comparison. (English) Zbl 1414.62115 Neural Comput. 25, No. 5, 1324-1370 (2013). MSC: 62G05 PDFBibTeX XMLCite \textit{M. Yamada} et al., Neural Comput. 25, No. 5, 1324--1370 (2013; Zbl 1414.62115) Full Text: DOI arXiv
Sugiyama, Masashi Machine learning with squared-loss mutual information. (English) Zbl 1371.68241 Entropy 15, No. 1, 80-112 (2013). MSC: 68T05 62B10 62H25 62H30 PDFBibTeX XMLCite \textit{M. Sugiyama}, Entropy 15, No. 1, 80--112 (2013; Zbl 1371.68241) Full Text: DOI
Liu, Song; Yamada, Makoto; Collier, Nigel; Sugiyama, Masashi Change-point detection in time-series data by relative density-ratio estimation. (English) Zbl 1367.62259 Neural Netw. 43, 72-83 (2013). MSC: 62M10 68T05 PDFBibTeX XMLCite \textit{S. Liu} et al., Neural Netw. 43, 72--83 (2013; Zbl 1367.62259) Full Text: DOI arXiv
Nakajima, Shinichi; Sugiyama, Masashi; Babacan, S. Derin Variational Bayesian sparse additive matrix factorization. (English) Zbl 1273.62136 Mach. Learn. 92, No. 2-3, 319-347 (2013). MSC: 62H25 62F15 68T05 PDFBibTeX XMLCite \textit{S. Nakajima} et al., Mach. Learn. 92, No. 2--3, 319--347 (2013; Zbl 1273.62136) Full Text: DOI
Karasuyama, Masayuki; Harada, Naoyuki; Sugiyama, Masashi; Takeuchi, Ichiro Multi-parametric solution-path algorithm for instance-weighted support vector machines. (English) Zbl 1260.68335 Mach. Learn. 88, No. 3, 297-330 (2012). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Karasuyama} et al., Mach. Learn. 88, No. 3, 297--330 (2012; Zbl 1260.68335) Full Text: DOI arXiv
Kurihara, Nozomi; Sugiyama, Masashi Improving importance estimation in pool-based batch active learning for approximate linear regression. (English) Zbl 1258.68117 Neural Netw. 36, 73-82 (2012). MSC: 68T05 PDFBibTeX XMLCite \textit{N. Kurihara} and \textit{M. Sugiyama}, Neural Netw. 36, 73--82 (2012; Zbl 1258.68117) Full Text: DOI
Sugiyama, Masashi; Suzuki, Taiji; Kanamori, Takafumi Density-ratio matching under the Bregman divergence: a unified framework of density-ratio estimation. (English) Zbl 1440.62111 Ann. Inst. Stat. Math. 64, No. 5, 1009-1044 (2012). MSC: 62G05 62B10 62G07 62G20 62J12 68T05 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Ann. Inst. Stat. Math. 64, No. 5, 1009--1044 (2012; Zbl 1440.62111) Full Text: DOI
Sugiyama, Masashi; Suzuki, Taiji; Itoh, Yuta; Kanamori, Takafumi; Kimura, Manabu Least-squares two-sample test. (English) Zbl 1414.62311 Neural Netw. 24, No. 7, 735-751 (2011). MSC: 62J05 62D05 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Neural Netw. 24, No. 7, 735--751 (2011; Zbl 1414.62311) Full Text: DOI
Sugiyama, Masashi; Kawanabe, Motoaki; Chui, Pui Ling Dimensionality reduction for density ratio estimation in high-dimensional spaces. (English) Zbl 1401.62097 Neural Netw. 23, No. 1, 44-59 (2010). MSC: 62H30 62G07 68T05 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Neural Netw. 23, No. 1, 44--59 (2010; Zbl 1401.62097) Full Text: DOI