Distributed data mining on Agent Grid: Issues, platform and development toolkit

doi:10.1016/j.future.2006.04.015

	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
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	被引频次：18[WOS] [WOS记录] [WOS相关记录]
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.