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Autonomous semantic link networking model for the Knowledge Grid
Hai Zhuge
2007-05-01
发表期刊CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE
ISSN1532-0626
卷号19期号:7页码:1065-1085
摘要A semantic link network (SLN) consists of nodes (entities, features, concepts, schemas or communities) and semantic links between nodes. This paper proposes an autonomous SLN formalism to support intelligent applications on large-scale networks. The formalism integrates the SLN logical reasoning with the SLN analogical reasoning and the SLN inductive reasoning, as well as existing techniques to form an autonomous semantic overly. The SLN logical reasoning mechanism derives implicit semantic relations by a semantic matrix and relevant addition and multiplication operations based on semantic link rules. The SLN analogical reasoning mechanism proposes conjectures on semantic relations based on structural mapping between nodes. The SLN inductive reasoning mechanism derives general semantics from special semantics. The cooperation of diverse reasoning mechanisms enhances the reasoning ability of each, therefore providing a powerful semantic ability for the semantic overlay. The self-organizing diverse scales of the SLN support the intelligent applications of the Knowledge Grid. Copyright (c) 2006 John Wiley & Sons, Ltd.
关键词analogy knowledge grid reasoning semantic link network semantic grid
DOI10.1002/cpe.1097
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号WOS:000246083800008
出版者JOHN WILEY & SONS LTD
引用统计
被引频次:48[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/2XEOYT63/11044
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Hai Zhuge
作者单位Chinese Acad Sci, China Knowledge Grid Res Grp, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100080, Peoples R China
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Hai Zhuge. Autonomous semantic link networking model for the Knowledge Grid[J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,2007,19(7):1065-1085.
APA Hai Zhuge.(2007).Autonomous semantic link networking model for the Knowledge Grid.CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,19(7),1065-1085.
MLA Hai Zhuge."Autonomous semantic link networking model for the Knowledge Grid".CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE 19.7(2007):1065-1085.
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