16 citations · 47 across the 13 of their papers we have counts for
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cs.LG2015
Norm-Free Radon-Nikodym Approach to Machine Learning
Vladislav Gennadievich Malyshkin
For Machine Learning (ML) classification problem, where a vector of --observations (values of attributes) is mapped to a single value (class label), a generalized R…
cs.LG2015
Multiple-Instance Learning: Radon-Nikodym Approach to Distribution Regression Problem
Vladislav Gennadievich Malyshkin
For distribution regression problem, where a bag of --observations is mapped to a single value, a one--step solution is proposed. The problem of random distribution to rando…
cs.LG2015
Multiple--Instance Learning: Christoffel Function Approach to Distribution Regression Problem
Vladislav Gennadievich Malyshkin
A two--step Christoffel function based solution is proposed to distribution regression problem. On the first step, to model distribution of observations inside a bag, build Christo…