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cs.LG2019
Kernels on fuzzy sets: an overview
Jorge Guevara, Roberto Hirata, Stéphane Canu
This paper introduces the concept of kernels on fuzzy sets as a similarity measure for -valued functions, a.k.a. \emph{membership functions of fuzzy sets}. We defined the fo…
cs.LG2017
Concave losses for robust dictionary learning
Rafael Will M de Araujo, Roberto Hirata, Alain Rakotomamonjy
Traditional dictionary learning methods are based on quadratic convex loss function and thus are sensitive to outliers. In this paper, we propose a generic framework for robust dic…