Ubiquitous Mining with Interactive Data Mining Agents
文献类型：期刊论文
| 作者 | Wu, Xin-Dong1,2; Zhu, Xing-Quan3; Chen, Qi-Jun2; Wang, Fei-Yue4
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| 刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
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| 出版日期 | 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 |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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