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To address the multiclass classification problem of hyperspectral data, a new method called pairwise decision tree of support vector machines (PDTSVM) is proposed. For an N -class problem, after training N(N - 1)/2 binary support vector machines (SVMs) for each pair of information class, PDTSVM only requires N - 1 binary SVMs for one classification. Based on the separability estimated by the geometric...
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