Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition
Considering that the generalization of the learning machine performed poorly in the present intuitionistic fuzzy kernel matching pursuit algorithm(IFKMP)due to its training method and stopping criteria,a new recognition method based on intuitionistic fuzzy kernel matching pursuit ensemble(IFKMPE)was...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2015-10-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015260/ |
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| _version_ | 1841539609273565184 |
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| author | Xiao-dong YU Ying-jie LEI Ya-fei SONG Shao-hua YUE Jun-hong HU |
| author_facet | Xiao-dong YU Ying-jie LEI Ya-fei SONG Shao-hua YUE Jun-hong HU |
| author_sort | Xiao-dong YU |
| collection | DOAJ |
| description | Considering that the generalization of the learning machine performed poorly in the present intuitionistic fuzzy kernel matching pursuit algorithm(IFKMP)due to its training method and stopping criteria,a new recognition method based on intuitionistic fuzzy kernel matching pursuit ensemble(IFKMPE)was proposed by introducing the idea of ensemble learning.In IFKMPE,the double perturbation strategy including sample and parameter perturbation was applied to generate the sub-learning machine,the recognition results were fused by the principle of majority voting,and therefore both the classify accuracy and generation ability were enhanced.Simulation results show the new algorithm IFKMPE performs better in terms of recognition accuracy and stability of sample learning compared with the traditional ones. |
| format | Article |
| id | doaj-art-c386da92aca74039b3dfc7ecadcb38ec |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2015-10-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-c386da92aca74039b3dfc7ecadcb38ec2025-01-14T06:53:55ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2015-10-013616517159696475Intuitionistic fuzzy kernel matching pursuit ensemble based target recognitionXiao-dong YUYing-jie LEIYa-fei SONGShao-hua YUEJun-hong HUConsidering that the generalization of the learning machine performed poorly in the present intuitionistic fuzzy kernel matching pursuit algorithm(IFKMP)due to its training method and stopping criteria,a new recognition method based on intuitionistic fuzzy kernel matching pursuit ensemble(IFKMPE)was proposed by introducing the idea of ensemble learning.In IFKMPE,the double perturbation strategy including sample and parameter perturbation was applied to generate the sub-learning machine,the recognition results were fused by the principle of majority voting,and therefore both the classify accuracy and generation ability were enhanced.Simulation results show the new algorithm IFKMPE performs better in terms of recognition accuracy and stability of sample learning compared with the traditional ones.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015260/intuitionistic fuzzy setkernel matching pursuitensemble learningtarget recognition |
| spellingShingle | Xiao-dong YU Ying-jie LEI Ya-fei SONG Shao-hua YUE Jun-hong HU Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition Tongxin xuebao intuitionistic fuzzy set kernel matching pursuit ensemble learning target recognition |
| title | Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition |
| title_full | Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition |
| title_fullStr | Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition |
| title_full_unstemmed | Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition |
| title_short | Intuitionistic fuzzy kernel matching pursuit ensemble based target recognition |
| title_sort | intuitionistic fuzzy kernel matching pursuit ensemble based target recognition |
| topic | intuitionistic fuzzy set kernel matching pursuit ensemble learning target recognition |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015260/ |
| work_keys_str_mv | AT xiaodongyu intuitionisticfuzzykernelmatchingpursuitensemblebasedtargetrecognition AT yingjielei intuitionisticfuzzykernelmatchingpursuitensemblebasedtargetrecognition AT yafeisong intuitionisticfuzzykernelmatchingpursuitensemblebasedtargetrecognition AT shaohuayue intuitionisticfuzzykernelmatchingpursuitensemblebasedtargetrecognition AT junhonghu intuitionisticfuzzykernelmatchingpursuitensemblebasedtargetrecognition |