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Classification with Incoherent Kernel Dictionary Learning

Published 17 Jul 2023 in cs.LG and eess.SP | (2307.08796v1)

Abstract: In this paper we present a new classification method based on Dictionary Learning (DL). The main contribution consists of a kernel version of incoherent DL, derived from its standard linear counterpart. We also propose an improvement of the AK-SVD algorithm concerning the representation update. Our algorithms are tested on several popular databases of classification problems.

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