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Reconstruction of support vector machines for non-uniform sampled curve
非均匀采样曲线的支持向量机重建

Keywords: Support Vector Machines (SVM),shift-invariant spaces,non-uniform sampling,curve reconstruction,frame algorithm
支持向量机
,平移不变空间,非均匀采样,曲线重建,框架算法

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Abstract:

Theories of regression Support Vector Machines (SVM) were briefly introduced,and then the conditions for the complete reconstruction of non-uniformly sampled curve was educed by frame theory. Based on the above mentioned, the same non-uniformly sampled curve was reconstructed by using frame iterative algorithm and regression support vector machines method respectively, and the reconstruction results show if the regression support vector machines method can reconstruct non-uniformly sampled curve stably, some necessary conditions must be fulfilled for the sampled data set.

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