Robust Proximal Support Vector Regression Based on Maximum Correntropy Criterion
The robustness problem of the classical proximal support vector machine for regression estimation (PSVR) when confronting with samples in the presence of outliers is addressed in this paper. Correntropy is a local similarity measure between two arbitrary variables and has been proven the insensitivi...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Hindawi Limited
2019-01-01
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| Series: | Scientific Programming |
| Online Access: | http://dx.doi.org/10.1155/2019/7102946 |