28 citations · 94 across the 27 of their papers we have counts for
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stat.ML2012★ 2 cited
A Conjugate Property between Loss Functions and Uncertainty Sets in Classification Problems
Takafumi Kanamori, Akiko Takeda, Taiji Suzuki
In binary classification problems, mainly two approaches have been proposed; one is loss function approach and the other is uncertainty set approach. The loss function approach is…
stat.ML2012
Semi-Supervised learning with Density-Ratio Estimation
Masanori Kawakita, Takafumi Kanamori
In this paper, we study statistical properties of semi-supervised learning, which is considered as an important problem in the community of machine learning. In the standard superv…