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To improve robustness of support vector regression (SVR) in nonlinear systems on-line modeling, the relationship between outliers and the robustness of SVR is derived mathematically, and a new modeling method using SVR is proposed. The relationship indicates that the effect of outliers to SVR is decided by the training data distribution and the distance between outliers and the support vectors nearest...
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