Kernel Correntropy Conjugate Gradient Algorithms Based on Half-Quadratic Optimization

As a nonlinear similarity measure defined in the kernel space, the correntropic loss (C-Loss) can address the stability issues of second-order similarity measures thanks to its ability to extract high-order statistics of data. However, the kernel adaptive filter (KAF) based on the C-Loss uses the st...

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Veröffentlicht in:IEEE transactions on cybernetics 2021-11, Vol.51 (11), p.5497-5510
Hauptverfasser: Xiong, Kui, Iu, Herbert H. C., Wang, Shiyuan
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Sprache:eng
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