Expert discovery and knowledge mining in complex multi-agent systems

doi:10.1007/s11518-007-5043-9

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	Expert discovery and knowledge mining in complex multi-agent systems
	Zhang, Minjie 1; Tang, Xijin2 ; Bai, Quan 1; Gu, Jifa 2
	2007-06-01
发表期刊	JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING
ISSN	1004-3756
卷号	16 期号:2 页码:222-234
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.
关键词	knowledge discovery knowledge mining expert mining multi-agent system
DOI	10.1007/s11518-007-5043-9
语种	英语
WOS研究方向	Operations Research & Management Science
WOS类目	Operations Research & Management Science
WOS记录号	WOS:000258569600005
出版者	SPRINGER HEIDELBERG
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/4860
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.