Execution engine of meta-learning system for KDD in multi-agent environment

	Execution engine of meta-learning system for KDD in multi-agent environment
	Luo, P ; He, Q ; Huang, R ; Lin, F ; Shi, ZZ
	2005
发表期刊	AUTONOMOUS INTELLIGENT SYSTEMS: AGENTS AND DATA MINING, PROCEEDINGS
ISSN	0302-9743
卷号	3505 页码:149-160
摘要	Meta-learning system for KDD is an open and evolving platform for efficient testing and intelligent recommendation of data mining process. Meta-learning is adopted to automate the selection and arrangement of algorithms in the mining process of a given application. Execution engine is the kernel of the system to provide mining strategies and services. An extensible architecture is presented for this engine based on mature multi-agent environment, which connects different computing hosts to support intensive computing and complex process control distributedly. Reuse of existing KDD algorithms is achieved by encapsulating them into agents. We also define a data mining workflow as the input of our engine and detail the coordination process of various agents to process it. To take full advantage of the distributed computing resources, an execution tree and a load balance model are designed too.
关键词	execution engine meta-learning data mining workflow multi-agent environment
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000230301200011
出版者	SPRINGER-VERLAG BERLIN
引用统计	被引频次：3[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/2XEOYT63/10307
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, P
作者单位	1.Chinese Acad Sci, Comp Technol Inst, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100080, Peoples R China 3.Nanjing Univ Informat Sci & Technol, Dept Informat & Commun, Nanjing 210044, Peoples R China
推荐引用方式 GB/T 7714	Luo, P,He, Q,Huang, R,et al. Execution engine of meta-learning system for KDD in multi-agent environment[J]. AUTONOMOUS INTELLIGENT SYSTEMS: AGENTS AND DATA MINING, PROCEEDINGS,2005,3505:149-160.
APA	Luo, P,He, Q,Huang, R,Lin, F,&Shi, ZZ.(2005).Execution engine of meta-learning system for KDD in multi-agent environment.AUTONOMOUS INTELLIGENT SYSTEMS: AGENTS AND DATA MINING, PROCEEDINGS,3505,149-160.
MLA	Luo, P,et al."Execution engine of meta-learning system for KDD in multi-agent environment".AUTONOMOUS INTELLIGENT SYSTEMS: AGENTS AND DATA MINING, PROCEEDINGS 3505(2005):149-160.