780 citations · 1.2k across the 23 of their papers we have counts for
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stat.ML2017★ 6 cited
Robustness of Maximum Correntropy Estimation Against Large Outliers
Badong Chen, Lei Xing, Haiquan Zhao +2
The maximum correntropy criterion (MCC) has recently been successfully applied in robust regression, classification and adaptive filtering, where the correntropy is maximized inste…
stat.ML2016★ 191 cited
Kernel Risk-Sensitive Loss: Definition, Properties and Application to Robust Adaptive Filtering
Badong Chen, Lei Xing, Bin Xu +3
Nonlinear similarity measures defined in kernel space, such as correntropy, can extract higher-order statistics of data and offer potentially significant performance improvement ov…
stat.ML2015★ 780 cited
Generalized Correntropy for Robust Adaptive Filtering
Badong Chen, Lei Xing, Haiquan Zhao +2
As a robust nonlinear similarity measure in kernel space, correntropy has received increasing attention in domains of machine learning and signal processing. In particular, the max…