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» Importance-Weighted Cross-Validation for Covariate Shift
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DAGM
2006
Springer
13 years 8 months ago
Importance-Weighted Cross-Validation for Covariate Shift
Masashi Sugiyama, Benjamin Blankertz, Matthias Kra...
SIGPRO
2010
111views more  SIGPRO 2010»
12 years 11 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 6 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...