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
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;
Conference_Titel :
Signal Processing and Integrated Networks (SPIN), 2014 International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-2865-1
DOI :
10.1109/SPIN.2014.6776917