A comparison of quadratic programming solvers in support vector machines training
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 Mach...
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| Format: | Article |
| Language: | en |
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Penerbit UTM Press
2003
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| Online Access: | http://eprints.utm.my/2082/1/JTMKK39%28D%29bab4.pdf http://eprints.utm.my/2082/ http://www.penerbit.utm.my/onlinejournal/39/D/JTMKK39D04.pdf |
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| _version_ | 1845470610164023296 |
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| author | Zaki, N. M. Deris, S. Chin, K. K. |
| author_facet | Zaki, N. M. Deris, S. Chin, K. K. |
| author_sort | Zaki, N. M. |
| building | UTM Library |
| collection | Institutional Repository |
| content_provider | Universiti Teknologi Malaysia |
| content_source | UTM Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | 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. |
| format | Article |
| id | my.utm.eprints-2082 |
| institution | Universiti Teknologi Malaysia |
| language | en |
| publishDate | 2003 |
| publisher | Penerbit UTM Press |
| record_format | eprints |
| spelling | my.utm.eprints-20822017-11-01T04:17:40Z http://eprints.utm.my/2082/ A comparison of quadratic programming solvers in support vector machines training Zaki, N. M. Deris, S. Chin, K. K. QA76 Computer software 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. Penerbit UTM Press 2003-12 Article PeerReviewed application/pdf en http://eprints.utm.my/2082/1/JTMKK39%28D%29bab4.pdf 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 http://www.penerbit.utm.my/onlinejournal/39/D/JTMKK39D04.pdf |
| spellingShingle | QA76 Computer software Zaki, N. M. Deris, S. Chin, K. K. A comparison of quadratic programming solvers in support vector machines training |
| title | A comparison of quadratic programming solvers in support vector machines training |
| title_full | A comparison of quadratic programming solvers in support vector machines training |
| title_fullStr | A comparison of quadratic programming solvers in support vector machines training |
| title_full_unstemmed | A comparison of quadratic programming solvers in support vector machines training |
| title_short | A comparison of quadratic programming solvers in support vector machines training |
| title_sort | comparison of quadratic programming solvers in support vector machines training |
| topic | QA76 Computer software |
| url | http://eprints.utm.my/2082/1/JTMKK39%28D%29bab4.pdf http://eprints.utm.my/2082/ http://www.penerbit.utm.my/onlinejournal/39/D/JTMKK39D04.pdf |
| url_provider | http://eprints.utm.my/ |