New construction for expert system based on innovative knowledge discovery technology
Knowledge acquisition Is the bottleneck of expert system. To solve this problem, KD (D&K), which is a comprehensive knowledge discovery process model coopersting both database and knowledge base, and related technology are proposed. Then based on KD (D&K) and related technology, the new construction...
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Published in | Science China. Information sciences Vol. 50; no. 1; pp. 29 - 40 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Heidelberg
Springer Nature B.V
01.02.2007
School of Information Engineering, University of Science and Technology Beijing, Beijing 10083, China |
Subjects | |
Online Access | Get full text |
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Summary: | Knowledge acquisition Is the bottleneck of expert system. To solve this problem, KD (D&K), which is a comprehensive knowledge discovery process model coopersting both database and knowledge base, and related technology are proposed. Then based on KD (D&K) and related technology, the new construction of Expert System based on Knowledge Discovery (ESKD) Is proposed. As the key knowledge acqulsltlon component of ESKD, KD (D&K) Is composed of KDD* and KDK*. KDD*- the new process model based on double bases cooperating mechanism; KDK*- the new process model based on double-basis fusion mechanism are Introduced, respectively. The overall framework of ESKD Is proposed. Some sub-systems and dynamic knowledge base system are discussed. Flnelly, the effectiveness and advantages of ESKD are tested In a real-world agriculture database. We hope that ESKD may be useful for the new generation of expert systems. |
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Bibliography: | knowledge discovery, double bases cooperating mechanism, double-basis fusion mechanism, KD (D&K), expert system, ESKD 11-4426/N TP182 |
ISSN: | 1009-2757 1674-733X 1862-2836 1869-1919 |
DOI: | 10.1007/s11432-007-0010-0 |