Conditional mean embedding and optimal feature selection via positive definite kernels

Motivated by applications, we consider new operator-theoretic approaches to conditional mean embedding (CME). Our present results combine a spectral analysis-based optimization scheme with the use of kernels, stochastic processes, and constructive learning algorithms. For initially given non-linear...

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Bibliographic Details
Main Authors: Palle E.T. Jorgensen, Myung-Sin Song, James Tian
Format: Article
Language:English
Published: AGH Univeristy of Science and Technology Press 2023-10-01
Series:Opuscula Mathematica
Subjects:
Online Access:https://www.opuscula.agh.edu.pl/vol44/1/art/opuscula_math_4405.pdf