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Classification with Incoherent Kernel Dictionary Learning

Machine Learning 2023-07-19 v1 Signal Processing

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.

Keywords

Cite

@article{arxiv.2307.08796,
  title  = {Classification with Incoherent Kernel Dictionary Learning},
  author = {Denis C. Ilie-Ablachim and Bogdan Dumitrescu},
  journal= {arXiv preprint arXiv:2307.08796},
  year   = {2023}
}