| 具有全局聚类的多属性离散化算法 |
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| 引用本文： | 刘弹,杨景明,罗爱玲.具有全局聚类的多属性离散化算法[J].西安交通大学学报,2011,45(9):1-5. |
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| 作者姓名： | 刘弹 杨景明 罗爱玲 |
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| 作者单位： | 西安交通大学机械制造系统工程国家重点实验室,710049,西安 |
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| 基金项目： | 国家自然科学基金资助项目(51105296); 机械制造系统工程国家重点实验室开放课题资助项目; 中央高校基本科研业务费专项资金资助项目 |
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| 摘 要： | 为了减少连续属性离散化后有用信息的丢失和信息系统总的断点数量,提出了一种具有全局聚类效果的多属性离散化算法.算法根据各属性预插入断点对信息系统近似分类质量的影响,来确定要插入断点的属性,从全局属性范围选择最佳断点.根据Ameva统计量来判断属性中最佳断点的位置,并以保证决策表的近似分类质量作为算法的终止条件.实验采用多...
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| 关 键 词： | 统计量 连续属性 离散化 |
Synchronized Continuous Attributes Discretization Based on Ameva |
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| LIU Dan,YANG Jingming,LUO Ailing.Synchronized Continuous Attributes Discretization Based on Ameva[J].Journal of Xi'an Jiaotong University,2011,45(9):1-5. |
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| Authors: | LIU Dan YANG Jingming LUO Ailing |
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| Institution: | (State Key Laboratory for Manufacturing Systems Engineering, Xi′an Jiaotong University,Xi′an 710049,China) |
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| Abstract: | To avoid information loss and cut points decrease after discretization of continuous attributes,a synchronized continuous attribute discretization algorithm with good global clustering effect for selecting cut points from all conditions attributes is presented.This algorithm decides which continuous attribute should be inserted according to the cut point from all attributes based on the influence of the inserted cut point.The influence is evaluated by information system approximation classification quality.... |
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| Keywords: | statistics continuous attributes discretization |
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