| 一种基于免疫聚类竞争的关联规则挖掘算法 |
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| 引用本文： | 徐雪松,章兢,贺庆.一种基于免疫聚类竞争的关联规则挖掘算法[J].计算机工程与应用,2007,43(16):16-19. |
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| 作者姓名： | 徐雪松 章兢 贺庆 |
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| 作者单位： | 1.湖南大学 电气与信息工程学院，长沙 410082 2.中南大学 信息科学与工程学院，长沙 410082 |
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| 基金项目： | 国家自然科学基金
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高等学校博士学科点专项科研项目 |
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| 摘 要： | 通过引入聚类竞争机制，提出了一种基于免疫聚类竞争的关联规则挖掘算法。将数据原始记录和候选模式分别作为抗原和识别抗体，通过聚类竞争加速克隆扩增，提高抗体成熟力及亲和性，增强候选模式支持度。实验及应用表明，该算法加快了关联规则挖掘的收敛速度，具有更强的全局与局部搜索能力，提高了所得关联规则的准确率。
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| 关 键 词： | 关联规则 聚类竞争 克隆选择 数据挖掘 |
| 文章编号： | 1002-8331（2007）16-0016-04 |
| 修稿时间： | 2007-02 |
Novel association rule mining algorithm based on immune cluster and competition |
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| XU Xue-song,ZHANG Jing,HE Qing.Novel association rule mining algorithm based on immune cluster and competition[J].Computer Engineering and Applications,2007,43(16):16-19. |
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| Authors: | XU Xue-song ZHANG Jing HE Qing |
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| Affiliation: | 1.College of Electrical & Information Engineering，Hunan University，Changsha 410082，China 2.College of Information Engineering，Central South University，Changsha 410082，China |
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| Abstract: | By introducing a mechanism of Cluster and Competition,this paper proposes a novel Association rule Mining Algorithm based Immune Cluster and Competition. Raw datas are regarded as antigen and candidate patterns are regarded as antibody. Through the antibody clustering and compete,enhances the antibody's affinity maturation rate and improves the support of candidate patterns. The simulation and real application illustrate that this algorithm can increase the convergence velocity and advance veracity of the association rule,and has the remarkable quality of the global and local research reliability. |
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| Keywords: | association rule mining cluster and competition clonal selection data mining |
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