知识的综合发现:理论、概念及应用

沙宗尧, 边馥苓, 陈江平

沙宗尧, 边馥苓, 陈江平. 知识的综合发现:理论、概念及应用[J]. 武汉大学学报 ( 信息科学版), 2002, 27(4): 397-402.
引用本文: 沙宗尧, 边馥苓, 陈江平. 知识的综合发现:理论、概念及应用[J]. 武汉大学学报 ( 信息科学版), 2002, 27(4): 397-402.
SHA Zongyao, BIAN Fuling, CHEN Jiangping. Comprehensive Knowledge Discovery: Theory, Concept and Application[J]. Geomatics and Information Science of Wuhan University, 2002, 27(4): 397-402.
Citation: SHA Zongyao, BIAN Fuling, CHEN Jiangping. Comprehensive Knowledge Discovery: Theory, Concept and Application[J]. Geomatics and Information Science of Wuhan University, 2002, 27(4): 397-402.

知识的综合发现:理论、概念及应用

基金项目: 国家测绘局测绘科技发展基金资助项目(99009、20007);湖北省自然科学基金资助项目(99J171)
详细信息
    作者简介:

    沙宗尧,博士生。现从事GIS应用、GIS空间数据模型和数据挖掘研究。E-mail:zongyaosha@163.com

  • 中图分类号: P208;TP18

Comprehensive Knowledge Discovery: Theory, Concept and Application

  • 摘要: 提出了知识的综合发现思想,重点以空间对象关联中的相邻关系与空间特征属性为知识综合发现的研究对象,对相关问题进行了讨论,并提出了一个高效的知识综合发现算法。实例结果表明,本算法是高效的,发现的知识是有效、可理解的。
    Abstract: The principle of comprehensive knowledge discovery is proposed in this paper.We first propose some theories and concepts as the base of our research,which include spatial knowledge representation system,spatial object classification,spatial relations,comprehensive knowledge discovery,comprehensive knowledge and spatial union information table(SUIT),etc.In theory,SUIT records all information contained in the studied object.But in reality because of the complex and varieties of spatial relations,we only select some possible factors that we are interested in.The selected factors constitute the data to be processed.In this study,we select spatial association as the research emphasis,which was defined as sharing voronoi edge between spatial entities by C.M.Gold in 1992.The index value of spatial association is also introduced in our study.In order to find out the spatial association for spatial entities in a given study area,a highly efficient comprehensive knowledge discovery algorithm called recycled algorithm(RA) is also suggested.As an example,a case study about comprehensive knowledge discovery for spatial association and attributes is studied.We compare the yields of different agriculture crops in two areas with similar climate characters and find that the difference of the same crop is notable.Through comprehensive knowledge discovery,we find that the reason lies in the spatial association relations.The study shows that the principle and methods proposed in this paper have an effective impact on comprehensive knowledge discovery and the discovered knowledge is both valuable and understandable.
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出版历程
  • 收稿日期:  2002-04-07
  • 发布日期:  2002-04-04

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