Institute of Computing Technology, Chinese Academy IR
Distributed data mining on Agent Grid: Issues, platform and development toolkit | |
Luo, Jiewen; Wang, Maoguang; Hu, Jun; Shi, Zhongzhi | |
2007 | |
发表期刊 | FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING THEORY METHODS AND APPLICATIONS
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ISSN | 0167-739X |
卷号 | 23期号:1页码:61-68 |
摘要 | Centralized data mining techniques are widely used today for the analysis of large corporate and scientific data stored in databases. However, industry, science, and commerce fields often need to analyze very large datasets maintained over geographically distributed sites by using the computational power of distributed systems. The Grid can play a significant role in providing an effective computational infrastructure support for this kind of data mining. Similarly, the advent of multi-agent systems has brought us a new paradigm for the development of complex distributed applications. During the past decades, there have been several models and systems proposed to apply agent technology building distributed data mining (DDM). Through a combination of these two techniques, we investigated the critical issues to build DDM on Grid infrastructure and design an Agent Grid Intelligent Platform as a testbed. We also implement an integrated toolkit VAStudio for quickly developing agent-based DDM applications and compare its function with other systems. (C) 2006 Elsevier B.V. All rights reserved. |
DOI | 10.1016/j.future.2006.04.015 |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Theory & Methods |
WOS记录号 | WOS:000241144800008 |
出版者 | ELSEVIER SCIENCE BV |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/10931 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Luo, Jiewen |
作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China 3.China Univ Min & Technol, Sch Comp Sci, Xuzhou 221008, Peoples R China 4.NanChang Univ, Informat Engn Sch, Nanchang 330047, Peoples R China |
推荐引用方式 GB/T 7714 | Luo, Jiewen,Wang, Maoguang,Hu, Jun,et al. Distributed data mining on Agent Grid: Issues, platform and development toolkit[J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING THEORY METHODS AND APPLICATIONS,2007,23(1):61-68. |
APA | Luo, Jiewen,Wang, Maoguang,Hu, Jun,&Shi, Zhongzhi.(2007).Distributed data mining on Agent Grid: Issues, platform and development toolkit.FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING THEORY METHODS AND APPLICATIONS,23(1),61-68. |
MLA | Luo, Jiewen,et al."Distributed data mining on Agent Grid: Issues, platform and development toolkit".FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING THEORY METHODS AND APPLICATIONS 23.1(2007):61-68. |
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