Execution engine of meta-learning system for KDD in multi-agent environment
文献类型：期刊论文
| 作者 | Luo, P; He, Q; Huang, R; Lin, F; Shi, ZZ |
| 刊名 | AUTONOMOUS INTELLIGENT SYSTEMS: AGENTS AND DATA MINING, PROCEEDINGS
 |
| 出版日期 | 2005 |
| 卷号 | 3505页码:149-160 |
| 关键词 | execution engine meta-learning data mining workflow multi-agent environment |
| ISSN号 | 0302-9743 |
| 英文摘要 | 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. |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000230301200011 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/10306]  |
| 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.Nanjing Univ Informat Sci & Technol, Dept Informat & Commun, Nanjing 210044, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100080, Peoples R China 3.Chinese Acad Sci, Comp Technol Inst, Key Lab Intelligent Informat Proc, Beijing 100080, 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. |
入库方式： OAI收割
来源：计算技术研究所
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