Robust weighted Gaussian processes

This paper presents robust weighted variants of batch and online standard Gaussian processes (GPs) to effectively reduce the negative impact of outliers in the corresponding GP models. This is done by introducing robust data weighers that rely on robust and quasi-robust weight functions that come fr...

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Bibliographic Details
Main Author: Mederos, Boris
Other Authors: Ramirez-Padron, Ruben, González, Avelino J.
Format: Artículo
Language:English
Published: 2020
Subjects:
Online Access:https://doi.org/10.1007/s00180-020-01011-0
https://link.springer.com/article/10.1007/s00180-020-01011-0
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