Hierarchical linear support vector machine

  title={Hierarchical linear support vector machine},
  author={Irene Rodr{\'i}guez-Luj{\'a}n and Carlos Santa Cruz and Ram{\'o}n Huerta},
  journal={Pattern Recognition},
The increasing size and dimensionality of real-world datasets make it necessary to design efficient algorithms not only in the training process but also in the prediction phase. In applications such as credit card fraud detection, the classifier needs to predict an event in 10 milliseconds at most. In these environments the speed of the prediction constraints heavily outweighs the training costs. We propose a new classification method, called a Hierarchical Linear Support Vector Machine (H-LSVM… CONTINUE READING


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