• DocumentCode
    117581
  • Title

    Design of a systolic array based multiplierless support vector machine classifier

  • Author

    Mandal, Bappaditya ; Sarma, Manash Pratim ; Sarma, Kandarpa Kumar

  • Author_Institution
    Dept. of Electron. & Commun. Eng., Gauhati Univ., Guwahati, India
  • fYear
    2014
  • fDate
    20-21 Feb. 2014
  • Firstpage
    35
  • Lastpage
    39
  • Abstract
    This paper presents design of a multiplierless kernel operation for binary Support Vector machine which is based on systolic array architecture. This design provides reduced area, reduced cost and high speed performance due to the use of multiplierless kernel operation. Binary SVM classifier classifies two groups of linearly or nonlinearly separable data. We have designed an algorithm which is expected to reduce area, reduce power and speed up the processor in hardware level. At first SVM classifier is trained and then extracted training parameters are used in the testing phase of the same. The dataflow from all the processing elements (PE) s is parallely supported by systolic array.
  • Keywords
    pattern classification; support vector machines; binary SVM classifier; multiplierless kernel operation; processing elements; systolic array architecture; systolic array based multiplierless support vector machine classifier; Arrays; Hardware; Kernel; Signal processing algorithms; Support vector machines; Vectors; Multiplierless kernel operation; Support Vector machine; Systolic array;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Integrated Networks (SPIN), 2014 International Conference on
  • Conference_Location
    Noida
  • Print_ISBN
    978-1-4799-2865-1
  • Type

    conf

  • DOI
    10.1109/SPIN.2014.6776917
  • Filename
    6776917