A new sigmoidal fractional derivative for regularization

preprint2020arXivOpen access

Abstract

In this paper, we propose a new fractional derivative, which is based on a Caputo-type derivative with a smooth kernel. We show that the proposed fractional derivative reduces to the classical derivative and has a smoothing effect which is compatible with ℓ1\ell_{1} regularization. Moreover, it satisfies some classical properties.

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