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» Importance-Weighted Cross-Validation for Covariate Shift
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DAGM
2006
Springer
14 years 1 months ago
Importance-Weighted Cross-Validation for Covariate Shift
Masashi Sugiyama, Benjamin Blankertz, Matthias Kra...
SIGPRO
2010
111views more  SIGPRO 2010»
13 years 4 months ago
Semi-supervised speaker identification under covariate shift
In this paper, we propose a novel semi-supervised speaker identification method that can alleviate the influence of non-stationarity such as session dependent variation, the recor...
Makoto Yamada, Masashi Sugiyama, Tomoko Matsui
NIPS
2007
13 years 11 months ago
Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation
A situation where training and test samples follow different input distributions is called covariate shift. Under covariate shift, standard learning methods such as maximum likeli...
Masashi Sugiyama, Shinichi Nakajima, Hisashi Kashi...