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Recent proposed laplacian twin support vector machine (Lap-TSVM) gains good generation by solving a pair of quadratic programming problems (QPPs). However, the training procedure of Lap-TSVM is time-consuming. More- over, compared with SVM and TWSVM, Lap-TSVM has more parameters need to regulate, which affects its practical applications. In this paper, we improve the Lap-TSVM from the following two...
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