File:Comparison of loss functions.png

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Smooth Mean Absolute Error (SMAE) loss

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Description
English: Smooth Mean Absolute Error (SMEA) loss proposed in https://arxiv.org/abs/2303.09935 outperforms the Squared error, Huber and Log-Cosh losses on datasets with significantly many outliers is proposed. This smooth absolute error loss function is infinitely differentiable and more closely approximates the absolute error loss compared to the Huber and Log-Cosh losses used for robust regression.
Date
Source Own work
Author M.Zkuba

SMAE loss was proposed by Mathew Mithra Noel (https://orcid.org/0000-0002-3442-1642)

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