Universiti Teknologi Malaysia Institutional Repository

A comparison of quadratic programming solvers in support vector machines training

Zaki, N. M. and Deris, S. and Chin, K. K. (2003) A comparison of quadratic programming solvers in support vector machines training. Jurnal Teknologi D (39D). pp. 45-56. ISSN 0127-9696

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Official URL: http://www.penerbit.utm.my/onlinejournal/39/D/JTMK...

Abstract

Training a Support Vector Machine requires the solution of a very large quadratic programming problem. In order to study the influence of a particular quadratic programming solver on the Support Vector Machine, three different quadratic programming solvers are used to perform the Support Vector Machine training. The performance of these solvers in term of execution time and quality of the solutions are analyzed and compared. A practical method to reduce the training time is investigated.

Item Type:Article
Uncontrolled Keywords:support vector machines, quadratic programming
Subjects:Q Science > QA Mathematics > QA76 Computer software
Divisions:Computer Science and Information System (Formerly known)
ID Code:2082
Deposited By: Pn Norhayati Abu Ruddin
Deposited On:22 Mar 2007 04:21
Last Modified:09 Jun 2011 05:02

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