| 智能优化算法在聚类分析中的应用 |
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| 引用本文： | 刘勇,许秋艳,王洪刚,马良. 智能优化算法在聚类分析中的应用[J]. 计算机工程与应用, 2009, 45(19): 123-124. DOI: 10.3778/j.issn.1002-8331.2009.19.037 |
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| 作者姓名： | 刘勇 许秋艳 王洪刚 马良 |
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| 作者单位： | 上海理工大学,管理学院,上海,200093;盐城工学院,基础教学部,江苏,盐城,224051;盐城工学院,信息工程学院,江苏,盐城,224051;上海理工大学,管理学院,上海,200093 |
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| 基金项目： | 国家自然科学基金，上海市重点学科建设项目 |
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| 摘 要： | 聚类分析是数据挖掘的重要技术,可根据数据间的相似程度,将数据进行分类,现已广泛应用于工程和技术等领域中。元胞蚁群算法是在将元胞自动机的邻居和规则引入传统蚁群算法的基础上,利用元胞在离散元胞空间的演化规律和蚁群寻优特点的新型优化算法。针对聚类分析的特点,利用元胞蚁群算法进行求解,经实验测试和验证,获得了较好的结果。
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| 关 键 词： | 聚类分析 元胞自动机 蚁群算法 |
| 收稿时间： | 2008-04-21 |
| 修稿时间： | 2008-7-11 |
Intelligent optimization algorithm for clustering analysis |
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| LI Yong,XU Qiu-yan,WANG Hong-gang,MA Liang. Intelligent optimization algorithm for clustering analysis[J]. Computer Engineering and Applications, 2009, 45(19): 123-124. DOI: 10.3778/j.issn.1002-8331.2009.19.037 |
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| Authors: | LI Yong XU Qiu-yan WANG Hong-gang MA Liang |
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| Affiliation: | LIU Yong1,2,XU Qiu-yan3,WANG Hong-gang1,MA Liang1 1.School of Management,University of Shanghai for Science , Technology,Shanghai 200093,China 2.Department of Fundamental Science Teaching,Yancheng Institute of Technology,Yancheng,Jiangsu 224051,China 3.College of Information Engineering,China |
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| Abstract: | Clustering analysis is an important technique of data mining.It is a division of data into groups of similar objects, which is widely used in many fields of engineering and technology.Cellular ant algorithm is a new optimization algorithm which introduces the concept of neighborhood and the rules of cellular automata into the basic ant algorithm.Cellular ant algorithm uses both the evolutionary rule of cellular in cellular space and the characteristics of ant colony optimization.Based on some characteristic... |
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| Keywords: | clustering analysis cellular automat ant algorithm |
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