Paper ID: 2307.08796

Classification with Incoherent Kernel Dictionary Learning

Denis C. Ilie-Ablachim, Bogdan Dumitrescu

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.

Submitted: Jul 17, 2023