基于专家知识的智能数据挖掘系统的设计与实现

Junhua Hu, Yongmei Liu
{"title":"基于专家知识的智能数据挖掘系统的设计与实现","authors":"Junhua Hu, Yongmei Liu","doi":"10.1109/ICMIT.2006.262188","DOIUrl":null,"url":null,"abstract":"This paper presents a scheme of intelligent data mining system based on expert knowledge by adopting skeleton approach. The system consists of three layers, data mining system layer, expert system layer and user layer. The data mining system layer includes two components which are database server and data mining engine, and generates mined knowledge from the data set. The expert system layer plays the main role in the intelligent system, which gets user's query, tunes parameters and generates an expert system combining the user's query, the expert knowledge from the knowledge base and a rule set mined from data mining system, and executes the expert system to provide solution for user. The user examines the solution from the expert system layer and changes some parameters of the database server so as to get a more satisfactory one. Feasibility of the intelligent data mining system will be demonstrated by using a simple example","PeriodicalId":431021,"journal":{"name":"2006 IEEE International Conference on Management of Innovation and Technology","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2006-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Designing and Realization of Intelligent Data Mining System Based on Expert Knowledge\",\"authors\":\"Junhua Hu, Yongmei Liu\",\"doi\":\"10.1109/ICMIT.2006.262188\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents a scheme of intelligent data mining system based on expert knowledge by adopting skeleton approach. The system consists of three layers, data mining system layer, expert system layer and user layer. The data mining system layer includes two components which are database server and data mining engine, and generates mined knowledge from the data set. The expert system layer plays the main role in the intelligent system, which gets user's query, tunes parameters and generates an expert system combining the user's query, the expert knowledge from the knowledge base and a rule set mined from data mining system, and executes the expert system to provide solution for user. The user examines the solution from the expert system layer and changes some parameters of the database server so as to get a more satisfactory one. Feasibility of the intelligent data mining system will be demonstrated by using a simple example\",\"PeriodicalId\":431021,\"journal\":{\"name\":\"2006 IEEE International Conference on Management of Innovation and Technology\",\"volume\":\"16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2006-06-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2006 IEEE International Conference on Management of Innovation and Technology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMIT.2006.262188\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2006 IEEE International Conference on Management of Innovation and Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMIT.2006.262188","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

摘要

本文采用骨架法提出了一种基于专家知识的智能数据挖掘系统方案。该系统由数据挖掘系统层、专家系统层和用户层三层组成。数据挖掘系统层包括数据库服务器和数据挖掘引擎两个组件,从数据集中生成挖掘出来的知识。专家系统层在智能系统中起主要作用,它将用户的查询、知识库中的专家知识和数据挖掘系统中挖掘的规则集相结合,生成专家系统,并执行专家系统为用户提供解决方案。用户从专家系统层对解决方案进行审核,并对数据库服务器的一些参数进行修改,从而得到更满意的解决方案。通过一个简单的实例来说明智能数据挖掘系统的可行性
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Designing and Realization of Intelligent Data Mining System Based on Expert Knowledge
This paper presents a scheme of intelligent data mining system based on expert knowledge by adopting skeleton approach. The system consists of three layers, data mining system layer, expert system layer and user layer. The data mining system layer includes two components which are database server and data mining engine, and generates mined knowledge from the data set. The expert system layer plays the main role in the intelligent system, which gets user's query, tunes parameters and generates an expert system combining the user's query, the expert knowledge from the knowledge base and a rule set mined from data mining system, and executes the expert system to provide solution for user. The user examines the solution from the expert system layer and changes some parameters of the database server so as to get a more satisfactory one. Feasibility of the intelligent data mining system will be demonstrated by using a simple example
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信