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The learning rate of l 2-coefficient regularized classification with strong loss |
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| Authors: | Bao Huai Sheng Dao Hong Xiang |
| Institution: | 1. Department of Mathematics, Shaoxing College of Arts and Sciences, Shaoxing, 312000, P. R. China 2. Department of Mathematics, Zhejiang Normal University, Jinhua, 321004, P. R. China |
| Abstract: | In the present paper, we give an investigation on the learning rate of l 2-coefficient regularized classification with strong loss and the data dependent kernel functional spaces. The results show that the learning rate is influenced by the strong convexity. |
| Keywords: | Kernel classification learning rate coefficient regularization strong convex loss function |
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