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Abstract-In this paper, the extension work on the performance of l1-regularized support vector machine(l1-svm) from the classical independent and identically distributed input sequence to the stationary β-mixing input sequence is considered. We establish the bound of generalization error for the l1-mixing stationary sequence. It is interesting that our result is available even the size of the dictionary...
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