Classification rule mining based on ant colony optimization algorithm
文献类型：期刊论文
| 作者 | Jin, Peng; Zhu, Yunlong; Hu, Kunyuan; Li, Sufen |
| 刊名 | Intelligent control and automation
 |
| 出版日期 | 2006 |
| 卷号 | 344页码:654-663 |
| ISSN号 | 0170-8643 |
| 通讯作者 | Jin, peng(jinpeng@sia.cn) |
| 英文摘要 | Classification rule mining is an important function of data mining, and is applied in many data analysis tasks. the classification rule mining algorithm based-on ant colony optimization (aco) is researched in this paper. some improvements are implemented based on existing research to enhance classification predictive accuracy and simplicity of rules. multi-population parallel strategy is proposed, the cost-based discretization method is adopted, and parameters in the algorithm are adjusted step by step. with these improvements, performance of the algorithm is advanced, and classification predictive accuracy is enhanced. finally, siminer, a self-development data mining software system based on swarm intelligence, is applied to experiment on six data sets taken from uci repository on machine learning. the results illuminate the algorithm proposed in this paper has better performance in predictive accuracy and simplicity of rules. |
| WOS关键词 | SYSTEM |
| WOS研究方向 | Automation & Control Systems ; Computer Science |
| WOS类目 | Automation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
| 语种 | 英语 |
| WOS记录号 | WOS:000240383400082 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2378449 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Jin, Peng |
| 作者单位 | 1.Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China |
| 推荐引用方式 GB/T 7714 | Jin, Peng,Zhu, Yunlong,Hu, Kunyuan,et al. Classification rule mining based on ant colony optimization algorithm[J]. Intelligent control and automation,2006,344:654-663. |
| APA | Jin, Peng,Zhu, Yunlong,Hu, Kunyuan,&Li, Sufen.(2006).Classification rule mining based on ant colony optimization algorithm.Intelligent control and automation,344,654-663. |
| MLA | Jin, Peng,et al."Classification rule mining based on ant colony optimization algorithm".Intelligent control and automation 344(2006):654-663. |
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来源：中国科学院大学
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