An Analogy reasoning model for Semantic Link Network

作者: Junsheng Zhang , Yunchuan Sun

DOI: 10.4156/JDCTA.VOL4.ISSUE7.12

关键词:

摘要: Analogy reasoning is one of the most important means human thinking. How to implement analogy automatically with computers has been a hot topic in artificial intelligence and psychology. This paper proposes mathematic model for over semantic link network (SLN). We propose reliable theorem SLN based on category theory some algorithms have developed analogical by constructing functor between SLNs. Meanwhile, we also discuss conjecture models which may be unreliable but useful giving suggestions solving given problem. A study cases proposed show validity efficiency algorithms.

参考文章(25)
Boicho Nikolov Kokinov, A Hybrid Model of Reasoning by Analogy ,(2002)
Janet Kolodner, Case-based reasoning ,(1993)
Hai Zhuge, Yunchuan Sun, Weiyu Guo, Theory and algorithm for rule base refinement industrial and engineering applications of artificial intelligence and expert systems. pp. 187- 196 ,(2003) , 10.1007/3-540-45034-3_19
Douglas Hofstadter, Melanie Mitchell, The Copycat project: a model of mental fluidity and analogy-making Fluid concepts and creative analogies. pp. 205- 267 ,(1995)
Jaime G. Carbonell, Derivational analogy: a theory of reconstructive problem solving and expertise acquisition Morgan Kaufmann Publishers Inc.. pp. 727- 738 ,(1993)
Isabelle Bichindaritz, Cindy Marling, Case-based reasoning in the health sciences: What's next? Artificial Intelligence in Medicine. ,vol. 36, pp. 127- 135 ,(2006) , 10.1016/J.ARTMED.2005.10.008
Charles Dierbach, Daniel L. Chester, Abstractional Concept Mapping: A Foundational Model for Analogical Reasoning computational intelligence. ,vol. 13, pp. 32- 86 ,(1997) , 10.1111/0824-7935.00028
Ron Sun, Robust reasoning: integrating rule-based and similarity-based reasoning Artificial Intelligence. ,vol. 75, pp. 241- 295 ,(1995) , 10.1016/0004-3702(94)00028-Y
Ren-Jye Dzeng, Hsin-Yun Lee, Critiquing contractors' scheduling by integrating rule-based and case-based reasoning Automation in Construction. ,vol. 13, pp. 665- 678 ,(2004) , 10.1016/J.AUTCON.2004.03.004
H WANG, H WANG, A hybrid expert system for equipment failure analysis Expert Systems With Applications. ,vol. 28, pp. 615- 622 ,(2005) , 10.1016/J.ESWA.2004.12.042