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Expert discovery and knowledge mining in complex multi-agent systems

文献类型：期刊论文

作者Zhang, Minjie1; Tang, Xijin2; Bai, Quan1; Gu, Jifa2
刊名JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING
出版日期2007-06-01
卷号16期号:2页码:222-234
关键词knowledge discovery knowledge mining expert mining multi-agent system
ISSN号1004-3756
DOI10.1007/s11518-007-5043-9
英文摘要Complex problem solving requires diverse expertise and multiple techniques. In order to solve such problems, complex multi-agent systems that include both of human experts and autonomous agents are required in many application domains. Most complex multi-agent systems work in open domains and include various heterogeneous agents. Due to the heterogeneity of agents and dynamic features of working environments, expertise and capabilities of agents might not be well estimated and presented in these systems. Therefore, how to discover useful knowledge from human and autonomous experts, make more accurate estimation for experts' capabilities and find out suitable expert(s) to solve incoming problems ("Expert Mining") are important research issues in the area of multi-agent system. In this paper, we introduce an ontology-based approach for knowledge and expert mining in hybrid multi-agent systems. In this research, ontologies are hired to describe knowledge of the system. Knowledge and expert mining processes are executed as the system handles incoming problems. In this approach, we embed more self-learning and self-adjusting abilities in multi-agent systems, so as to help in discovering knowledge of heterogeneous experts of multi-agent systems.
WOS研究方向Operations Research & Management Science
语种英语
WOS记录号WOS:000258569600005
出版者SPRINGER HEIDELBERG
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/4859]  
专题系统科学研究所
通讯作者Zhang, Minjie
作者单位1.Univ Wollongong, Sch Comp Sci & Software Engn, Wollongong, NSW 2522, Australia
2.Chinese Acad Sci, Inst Syst Sci, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714		 Zhang, Minjie,Tang, Xijin,Bai, Quan,et al. Expert discovery and knowledge mining in complex multi-agent systems[J]. JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING,2007,16(2):222-234.
APA Zhang, Minjie,Tang, Xijin,Bai, Quan,&Gu, Jifa.(2007).Expert discovery and knowledge mining in complex multi-agent systems.JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING,16(2),222-234.
MLA Zhang, Minjie,et al."Expert discovery and knowledge mining in complex multi-agent systems".JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING 16.2(2007):222-234.

入库方式： OAI收割

来源：数学与系统科学研究院

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