FPGA Implementation of SVM Decision Function Based on Hardware-Friendly Kernel

@article{Pan2013FPGAIO,
  title={FPGA Implementation of SVM Decision Function Based on Hardware-Friendly Kernel},
  author={Xipeng Pan and Huihua Yang and Lingqiao Li and Zhenbing Liu and Le Hou},
  journal={2013 International Conference on Computational and Information Sciences},
  year={2013},
  pages={133-136}
}
We present a design scheme for SVM decision function based on the hardware-friendly kernel on FPGA device. This scheme is suitable for classification and regression problems. We adopt ModelSim simulation platform for SVM classification and regression experiments. The hardware implementation obtains the same classification accuracy as the LIBSVM package by using the appropriate fixed-point number precision in classification experiments. We had done the preliminary study on the precision of input… CONTINUE READING