• DocumentCode
    3648970
  • Title

    IP cores for hardware evolution of decision trees

  • Author

    R. Struharik;V. Vranjkovic;B. Vukobratovic

  • Author_Institution
    University of Novi Sad, Faculty of Technical Sciences, Department of Electronics, Serbia
  • fYear
    2012
  • Firstpage
    407
  • Lastpage
    412
  • Abstract
    This paper proposes several IP cores for the hardware implementation of the complete decision tree inference algorithm. Evolving decision trees in hardware is motivated by the significant improvement in the evolution time compared to the time needed for software evolution. Several architectures for the hardware evolution of single oblique or nonlinear decision trees are presented. The proposed architectures are suitable for the implementation using both Field Programmable Gate Arrays (FPGA) and Application Specific Integrated Circuits (ASIC).
  • Keywords
    "Hardware","Software","Computer architecture","Training","Indexes","Decision trees","Random access memory"
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems and Informatics (SISY), 2012 IEEE 10th Jubilee International Symposium on
  • Print_ISBN
    978-1-4673-4751-8
  • Type

    conf

  • DOI
    10.1109/SISY.2012.6339554
  • Filename
    6339554