Classification algorithm of loin swarm optimization kernel extreme learning machine
Based on the classification and application of the kernel based extreme learning machine(KELM)，combined with the strong global optimization ability and fast convergence characteristics of the lion swarm optimization(LSO) algorithm, an LSO optimization KELM algorithm is proposed. The test accuracy is...
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| Format: | Article |
| Language: | zho |
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National Computer System Engineering Research Institute of China
2022-02-01
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| Series: | Dianzi Jishu Yingyong |
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| Online Access: | http://www.chinaaet.com/article/3000146240 |
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| author | Liu Xinjian Sun Zhonghua |
| author_facet | Liu Xinjian Sun Zhonghua |
| author_sort | Liu Xinjian |
| collection | DOAJ |
| description | Based on the classification and application of the kernel based extreme learning machine(KELM)，combined with the strong global optimization ability and fast convergence characteristics of the lion swarm optimization(LSO) algorithm, an LSO optimization KELM algorithm is proposed. The test accuracy is taken as the fitness function of LSO to optimize KELM, and the evaluation standard for data classification test is obtained according to the mobile position to obtain the optimal fitness value. Using UCI data set simulation test, the experimental results show that compared with KELM classification, LSO optimization KELM can obtain better classification accuracy. Compared with sparrow search algorithm(SSA) optimization KELM, LSO optimization KELM has faster convergence speed and better classification performance. |
| format | Article |
| id | doaj-art-8678cb95fd69455599b4f0f65b90668e |
| institution | Kabale University |
| issn | 0258-7998 |
| language | zho |
| publishDate | 2022-02-01 |
| publisher | National Computer System Engineering Research Institute of China |
| record_format | Article |
| series | Dianzi Jishu Yingyong |
| spelling | doaj-art-8678cb95fd69455599b4f0f65b90668e2025-08-20T03:31:45ZzhoNational Computer System Engineering Research Institute of ChinaDianzi Jishu Yingyong0258-79982022-02-01482697210.16157/j.issn.0258-7998.2115323000146240Classification algorithm of loin swarm optimization kernel extreme learning machineLiu Xinjian0Sun Zhonghua1Wuhan Fiberhome Information Integration Technologies Co.，Ltd.，Wuhan 430074，ChinaWuhan Fiberhome Information Integration Technologies Co.，Ltd.，Wuhan 430074，ChinaBased on the classification and application of the kernel based extreme learning machine(KELM)，combined with the strong global optimization ability and fast convergence characteristics of the lion swarm optimization(LSO) algorithm, an LSO optimization KELM algorithm is proposed. The test accuracy is taken as the fitness function of LSO to optimize KELM, and the evaluation standard for data classification test is obtained according to the mobile position to obtain the optimal fitness value. Using UCI data set simulation test, the experimental results show that compared with KELM classification, LSO optimization KELM can obtain better classification accuracy. Compared with sparrow search algorithm(SSA) optimization KELM, LSO optimization KELM has faster convergence speed and better classification performance.http://www.chinaaet.com/article/3000146240kernel extreme learning machine(kelm)lion swarm optimization(lso)sparrow search algorithm(ssa) |
| spellingShingle | Liu Xinjian Sun Zhonghua Classification algorithm of loin swarm optimization kernel extreme learning machine Dianzi Jishu Yingyong kernel extreme learning machine(kelm) lion swarm optimization(lso) sparrow search algorithm(ssa) |
| title | Classification algorithm of loin swarm optimization kernel extreme learning machine |
| title_full | Classification algorithm of loin swarm optimization kernel extreme learning machine |
| title_fullStr | Classification algorithm of loin swarm optimization kernel extreme learning machine |
| title_full_unstemmed | Classification algorithm of loin swarm optimization kernel extreme learning machine |
| title_short | Classification algorithm of loin swarm optimization kernel extreme learning machine |
| title_sort | classification algorithm of loin swarm optimization kernel extreme learning machine |
| topic | kernel extreme learning machine(kelm) lion swarm optimization(lso) sparrow search algorithm(ssa) |
| url | http://www.chinaaet.com/article/3000146240 |
| work_keys_str_mv | AT liuxinjian classificationalgorithmofloinswarmoptimizationkernelextremelearningmachine AT sunzhonghua classificationalgorithmofloinswarmoptimizationkernelextremelearningmachine |