Robust kernels for robust location estimation

نویسندگان

چکیده

This paper shows that least-square estimation (mean calculation) in a reproducing kernel Hilbert space (RKHS) F corresponds to different M-estimators the original depending on function associated with F. In particular, we present proof of correspondence mean an RKHS for Gaussian robust performed Welsch M-estimator. result is generalized other types M-estimators. generalization facilitates definition new kernels Huber, Tukey, Cauchy and Andrews The are empirically evaluated clustering tasks where state-of-the-art methods compared kernel-based using kernels. results show some perform par best methods.

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ژورنال

عنوان ژورنال: Neurocomputing

سال: 2021

ISSN: ['0925-2312', '1872-8286']

DOI: https://doi.org/10.1016/j.neucom.2020.10.090