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Division Charts As Granules And Their Merging Algorithm For Rule Generation In Nondeterministic Data

机译:作为不确定性数据的规则生成的分割图作为颗粒及其合并算法

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摘要

We have been proposing a framework rough Nondeterministic information analysis, which considers granular computing concepts in tables with incomplete and nondeterministic information, as well as rule generation. We have recently defined an expression named division chart with respect to an implication and a subset of objects. Each division chart takes the role of the minimum granule for rule generation, and it takes the role of contingency table in statistics. In this paper, we at first define a division chart in deterministic information systems (Diss) and clarify the relation between a division chart and a corresponding implication. We also consider a merging algorithm for two division charts and extend the relation in Diss to nondeterministic information systems. The relation gives us the foundations of rule generation in tables with nondeterministic information.
机译:我们一直在提议一个框架粗略的非确定性信息分析,该分析考虑具有不完整和不确定性信息的表中的细粒度计算概念以及规则生成。最近,我们针对对象的含义和子集定义了一个名为“划分图”的表达式。每个划分图都充当规则生成的最小粒度的角色,并且在统计信息中扮演列联表的角色。在本文中,我们首先在确定性信息系统(Diss)中定义一个划分图,并阐明划分图及其对应含义之间的关系。我们还考虑了两个分割图的合并算法,并将Diss中的关系扩展到非确定性信息系统。该关系为我们提供了具有不确定信息的表中规则生成的基础。

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  • 来源
    《International journal of entelligent systems》 |2013年第9期|865-882|共18页
  • 作者单位

    Department of Basic Sciences, Faculty of Engineering, Kyushu Institute of Technology, Kitakyushu 804-8550, Japan;

    Department of Integrated System Engineering, Graduate School of Engineering, Kyushu Institute of Technology, Kitakyushu 804-8550, Japan;

    Faculty of Management and Information Science, Josai International University, Chiba 283, Japan;

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