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stat.ML2015★ 158 cited
Unifying distillation and privileged information
David Lopez-Paz, Léon Bottou, Bernhard Schölkopf +1
Distillation (Hinton et al., 2015) and privileged information (Vapnik & Izmailov, 2015) are two techniques that enable machines to learn from other machines. This paper unifies the…
stat.ML2013★ 8 cited
Constructive Setting of the Density Ratio Estimation Problem and its Rigorous Solution
Vladimir Vapnik, Igor Braga, Rauf Izmailov
We introduce a general constructive setting of the density ratio estimation problem as a solution of a (multidimensional) integral equation. In this equation, not only its right ha…