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In this paper, a novel smoothing function method for the 1-norm support vector regression (SVR for short) is proposed and an attempt to overcome some drawbacks of former method which are complex, subtle, and sometimes difficult to implement. The model of smoothing support vector machine (SVM) based on 1-norm is provided from the optimization problem, yet it is discrete programming. With the smoothing...
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