A Witness Function Based Construction of Discriminative Models Using Hermite Polynomials
In machine learning, we are given a dataset of the form {(xj,yj)}j=1M, drawn as i.i.d. samples from an unknown probability distribution μ; the marginal distribution for the xj's being μ*, and the marginals of the kth class μk*(x) possibly overlapping. We address the problem of detecting, with a...
Main Authors: | Hrushikesh N. Mhaskar, Xiuyuan Cheng, Alexander Cloninger |
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Format: | Article |
Language: | English |
Published: |
Frontiers Media S.A.
2020-08-01
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Series: | Frontiers in Applied Mathematics and Statistics |
Subjects: | |
Online Access: | https://www.frontiersin.org/article/10.3389/fams.2020.00031/full |
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