Ubiquitous Mining with Interactive Data Mining Agents

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 先进控制与自动化团队

	Ubiquitous Mining with Interactive Data Mining Agents
	Wu, Xin-Dong 1,2; Zhu, Xing-Quan 3; Chen, Qi-Jun 2; Wang, Fei-Yue4
刊名	JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
	2009-11-01
卷号	24 期号:6 页码:1018-1027
关键词	information systems human-centered computing data mining intelligent agents
通讯作者	Wu Xin-Dong
英文摘要	Due to the increasing availability and sophistication of data recording techniques, multiple information sources and distributed computing are becoming the important trends of modern information systems. Many applications such as security informatics and social computing require a ubiquitous data analysis platform so that decisions can be made rapidly under distributed and dynamic system environments. Although data mining has now been popularly used to achieve such goals, building a data mining system is, however, a nontrivial task, which may require a complete understanding on numerous data mining techniques as well as solid programming skills. Employing agent techniques for data analysis thus becomes increasingly important, especially for users not familiar with engineering and computational sciences, to implement an effective ubiquitous mining platform. Such data mining agents should, in practice, be intelligent, complete, and compact. In this paper, we present an interactive data mining agent - OIDM (online interactive data mining), which provides three categories (classification, association analysis, and clustering) of data mining tools, and interacts with the user to facilitate the mining process. The interactive mining is accomplished through interviewing the user about the data mining task to gain efficient and intelligent data mining control. OIDM can help users find appropriate mining algorithms, refine and compare the mining process, and finally achieve the best mining results. Such interactive data mining agent techniques provide alternative solutions to rapidly deploy data mining techniques to broader areas of data intelligence and knowledge informatics.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
研究领域[WOS]	Computer Science
关键词[WOS]	MULTIAGENT SYSTEMS ; INTELLIGENCE
收录类别	SCI
语种	英语
WOS记录号	WOS:000271535700004
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/3591]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
作者单位	1.Hefei Univ Technol, Sch Comp Sci & Informat Engn, Hefei 230009, Peoples R China 2.Univ Vermont, Dept Comp Sci, Burlington, VT 05405 USA 3.Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia 4.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Wu, Xin-Dong,Zhu, Xing-Quan,Chen, Qi-Jun,et al. Ubiquitous Mining with Interactive Data Mining Agents[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2009,24(6):1018-1027.
APA	Wu, Xin-Dong,Zhu, Xing-Quan,Chen, Qi-Jun,&Wang, Fei-Yue.(2009).Ubiquitous Mining with Interactive Data Mining Agents.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,24(6),1018-1027.
MLA	Wu, Xin-Dong,et al."Ubiquitous Mining with Interactive Data Mining Agents".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 24.6(2009):1018-1027.