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IJCNN
2006
IEEE

Correntropy: A Localized Similarity Measure

13 years 11 months ago
Correntropy: A Localized Similarity Measure
—The measure of similarity normally utilized in statistical signal processing is based on second order moments. In this paper, we reveal the probabilistic meaning of correntropy as a new localized similarity measure based on information theoretic learning (ITL) and kernel methods. As such it has vastly different properties when compared with Mean Square Error (MSE) that can be very useful in nonlinear, non-Gaussian signal processing. Two examples are presented to illustrate the technique.
Weifeng Liu, Puskal P. Pokharel, Jose C. Principe
Added 11 Jun 2010
Updated 11 Jun 2010
Type Conference
Year 2006
Where IJCNN
Authors Weifeng Liu, Puskal P. Pokharel, Jose C. Principe
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