Niu, Gang; Dai, Bo; Yamada, Makoto; Sugiyama, Masashi Information-theoretic semi-supervised metric learning via entropy regularization. (English) Zbl 1415.68173 Neural Comput. 26, No. 8, 1717-1762 (2014). MSC: 68T05 PDFBibTeX XMLCite \textit{G. Niu} et al., Neural Comput. 26, No. 8, 1717--1762 (2014; Zbl 1415.68173) Full Text: DOI arXiv
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
Sugiyama, Masashi; Niu, Gang; Yamada, Makoto; Kimura, Manabu; Hachiya, Hirotaka Information-maximization clustering based on squared-loss mutual information. (English) Zbl 1418.62257 Neural Comput. 26, No. 1, 84-131 (2014). MSC: 62H30 68T05 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Neural Comput. 26, No. 1, 84--131 (2014; Zbl 1418.62257) Full Text: DOI arXiv
Sugiyama, Masashi; Yamada, Makoto; du Plessis, Marthinus Christoffel; Liu, Song Learning under non-stationarity: covariate shift adaptation, class-balance change adaptation, and change detection. (Japanese. English summary) Zbl 1310.68183 J. Jpn. Stat. Soc., Jpn. Issue 44, No. 1, 113-136 (2014). MSC: 68T05 62G07 62H12 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., J. Jpn. Stat. Soc., Jpn. Issue 44, No. 1, 113--136 (2014; Zbl 1310.68183)
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
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
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
Sugiyama, Masashi; Yamada, Makoto; von Bünau, Paul; Suzuki, Taiji; Kanamori, Takafumi; Kawanabe, Motoaki Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search. (English) Zbl 1217.68188 Neural Netw. 24, No. 2, 183-198 (2011). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Neural Netw. 24, No. 2, 183--198 (2011; Zbl 1217.68188) Full Text: DOI
Yamada, Makoto; Sugiyama, Masashi; Matsui, Tomoko Semi-supervised speaker identification under covariate shift. (English) Zbl 1194.94154 Signal Process. 90, No. 8, 2353-2361 (2010). MSC: 94A12 PDFBibTeX XMLCite \textit{M. Yamada} et al., Signal Process. 90, No. 8, 2353--2361 (2010; Zbl 1194.94154) Full Text: DOI