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ISCAS
2005
IEEE

Hardware-based support vector machine classification in logarithmic number systems

13 years 10 months ago
Hardware-based support vector machine classification in logarithmic number systems
—Support Vector Machines are emerging as a powerful machine-learning tool. Logarithmic Number Systems (LNS) utilize the property of logarithmic compression for numerical operations. We present an implementation of a digital Support Vector Machine (SVM) classifier using LNS in which considerable hardware savings are achieved with no significant loss in classification accuracy.
Faisal M. Khan, Mark G. Arnold, William M. Potteng
Added 25 Jun 2010
Updated 25 Jun 2010
Type Conference
Year 2005
Where ISCAS
Authors Faisal M. Khan, Mark G. Arnold, William M. Pottenger
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