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A novel projection twin support vector machine (PTSVM), termed as NPTSVM, is presented in this paper for binary classification. Although this method determines two projection vectors using the same way as PTSVM, it has more advantages than existing PTSVMs. First, NPTSVM does not have to calculate inverse matrices during the learning process, which makes the training speed of NPTSVM be much faster...
DNA microarray, which is one of the most important molecular biology technologies in post-genomic era, has been widely applied in medical field, especially for cancer classification. However, it is difficult to acquire excellent classification accuracy by using traditional classification approaches due to microarray datasets are extremely asymmetric in dimensionality. In recent years, ensemble classifiers...
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