185 citations · 945 across the 83 of their papers we have counts for
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cs.LG2012
Density-Difference Estimation
Masashi Sugiyama, Takafumi Kanamori, Taiji Suzuki +3
We address the problem of estimating the difference between two probability densities. A naive approach is a two-step procedure of first estimating two densities separately and the…
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★ 63 cited
Fast learning rate of multiple kernel learning: Trade-off between sparsity and smoothness
Taiji Suzuki, Masashi Sugiyama
We investigate the learning rate of multiple kernel learning (MKL) with and elastic-net regularizations. The elastic-net regularization is a composition of an -reg…