Performance Analysis of Simplification of Hyperplane Support Vector Machine
Comparing with traditional support vector machine，hyperplane support vector machine （HPSVM）and hyperplane support vector machine for regression（HPSVMR）not only reduce the number of support vectors and calculation time but also have comparable accuracy.However，they have different simplification effec...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2015-08-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015161/ |
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| _version_ | 1841529647679930368 |
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| author | Hui Cheng Jinglong Fang Daquan Wang Xingqi Wang |
| author_facet | Hui Cheng Jinglong Fang Daquan Wang Xingqi Wang |
| author_sort | Hui Cheng |
| collection | DOAJ |
| description | Comparing with traditional support vector machine，hyperplane support vector machine （HPSVM）and hyperplane support vector machine for regression（HPSVMR）not only reduce the number of support vectors and calculation time but also have comparable accuracy.However，they have different simplification effect on different problems.The reasons for this phenomenon were analyzed，the conclusion that the lower the percentage of non-bound support vectors is，the more obvious the effect of simplification was pointed out. |
| format | Article |
| id | doaj-art-cd3fe700aeef4901b8ff03b336e8c40d |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2015-08-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-cd3fe700aeef4901b8ff03b336e8c40d2025-01-15T03:16:50ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012015-08-0131788359614227Performance Analysis of Simplification of Hyperplane Support Vector MachineHui ChengJinglong FangDaquan WangXingqi WangComparing with traditional support vector machine，hyperplane support vector machine （HPSVM）and hyperplane support vector machine for regression（HPSVMR）not only reduce the number of support vectors and calculation time but also have comparable accuracy.However，they have different simplification effect on different problems.The reasons for this phenomenon were analyzed，the conclusion that the lower the percentage of non-bound support vectors is，the more obvious the effect of simplification was pointed out.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015161/pattern recognitionhyperplane support vector machinereduced support vector machineperformance analysis |
| spellingShingle | Hui Cheng Jinglong Fang Daquan Wang Xingqi Wang Performance Analysis of Simplification of Hyperplane Support Vector Machine Dianxin kexue pattern recognition hyperplane support vector machine reduced support vector machine performance analysis |
| title | Performance Analysis of Simplification of Hyperplane Support Vector Machine |
| title_full | Performance Analysis of Simplification of Hyperplane Support Vector Machine |
| title_fullStr | Performance Analysis of Simplification of Hyperplane Support Vector Machine |
| title_full_unstemmed | Performance Analysis of Simplification of Hyperplane Support Vector Machine |
| title_short | Performance Analysis of Simplification of Hyperplane Support Vector Machine |
| title_sort | performance analysis of simplification of hyperplane support vector machine |
| topic | pattern recognition hyperplane support vector machine reduced support vector machine performance analysis |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015161/ |
| work_keys_str_mv | AT huicheng performanceanalysisofsimplificationofhyperplanesupportvectormachine AT jinglongfang performanceanalysisofsimplificationofhyperplanesupportvectormachine AT daquanwang performanceanalysisofsimplificationofhyperplanesupportvectormachine AT xingqiwang performanceanalysisofsimplificationofhyperplanesupportvectormachine |