Research on Knowledge Discovery for Complex Knowledge System based on Higher Order Logic

被引:0
|
作者
Yang Bing-ru [1 ]
Liu Yong-bin [1 ,2 ]
Li Guang-yuan [1 ,3 ]
机构
[1] Univ Sci & Technol Beijing, Sch Informat Engn, Beijing, Peoples R China
[2] Tianjin Univ Finance & Econ, Dept Informat & Comp Sci, Tianjin, Peoples R China
[3] Guangxi Teachers Educ Univ, Sch Comp & Informat Engn, Nanning, Guangxi, Peoples R China
关键词
Data Mining; KDK; Higher order logic; Escher;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Discovery of new knowledge from the knowledge base (KDK) is a new and important research field in data mining. KDK may solve the "lack of knowledge" which is the bottlenecks of intelligent system. With the expansion of knowledge base and the structure becoming more complex, the express ability of first-order logic is no more satisfied with the requirement. In hence, higher order logic will inevitably replace first-order logic. In this paper, some issues related with knowledge discovery for complex knowledge system based on higher order logic are discussed, which include from first-order logic knowledge representation to higher order logic, Escher knowledge representation, and the other key techniques of KDK. The aim of this paper is to provide theoretical support and directions for the further research on KDK.
引用
收藏
页码:433 / 436
页数:4
相关论文
共 14 条
  • [1] Bowers A. F., 2000, MACH LEARN, P81
  • [2] Bowers A. F., 1997, REPRESENTATION ISSUE
  • [3] Breidenstein T, 1997, LECT NOTES ARTIF INT, V1319, P329, DOI 10.1007/BFb0026796
  • [4] Flach P. A., 1998, P 8 INT C IND LOG PR, V1446, P185
  • [5] Han J., 2012, Data Mining, P393, DOI [DOI 10.1016/B978-0-12-381479-1.00009-5, 10.1016/B978-0-12-381479-1.00009-5]
  • [6] Kennedy C. J., 1998, LATE BREAKING PAPERS, P22
  • [7] LI Linna, 2008, COMPUTER SCI, V35
  • [8] Wei Minshen, 1992, J INTELLIGENT SYSTEM, V7
  • [9] WEISS SM, 2003, P 9 ACM SIGKDD INT C, P456
  • [10] [杨炳儒 Yang Bingru], 2003, [中国工程科学, Engineering science], V5, P49