计算机科学 ›› 2015, Vol. 42 ›› Issue (3): 218-223.doi: 10.11896/j.issn.1002-137X.2015.03.045
陈 敏,赵书良,郭晓波,李晓超,柳萌萌
CHEN Min, ZHAO Shu-liang, GUO Xiao-bo, LI Xiao-chao and LIU Meng-meng
摘要: 针对传统关联规则表示方法无法展示领域知识,缺少对规则信息一对一、一对多、多对一、多对多的多模式表示,忽略知识发现结果的共享等问题,提出了一种新的基于Vis-Meta图的多模式关联规则知识表示方法。首先给出了Vis-Meta图的相关定义与关联规则的Vis-Meta图表示方法,接着定义了关联规则Vis-Meta图知识表示中的概念关系,并在此基础上给出了关联规则概念关系知识表示算法、关联规则实例对比算法和关联规则知识表示优化算法。最后,以某省全员人口数据为基础,对关联规则信息进行可视化分析。实验结果表明,所提出的知识表示算法具有良好的展示效果与知识共享能力。
[1] Basu A,Blanning R.Metagraphs and Their Applications [M].Berlin:Springer-Verlag,2006:1-11,7-115 [2] Gaur D.Metagraph a New Hierarchical Data Structured As aDicision Tree[J].The Journal of Computer Science and Information Technology,2007,6(1):1-5 [3] Gaur D,Shastri A,Biswas R.Metagraph-Based SubstructurePattern mining[C]∥International Conference on Advanced Computer Theory and Engineering,2008.(ICACTE’08).IEEE,2008:865-869 [4] Hu Zen-jun,Mellor J,Wu Jie,et al.Towards zoomable multidimensional maps of the cell[J].Nature biotechnology,2007,25(5):547-554 [5] Dashore P,Jain S,Dashore S R.Fuzzy Metagraph and RuleBased System for Decision Making in Share Market[J].International Journal of Computer Applications,2010,6(2):10-13 [6] Dashore P,Jain S.Fuzzy Rule Based Expert System to Represent Uncertain Knowledge of E-commerce[J].International Journal of Computer Theory and Engineering,2010,2:882-886 [7] Mukherjee A,Sen A K,Bagchi A.The representation,analysis and verification of business processes:a metagraph-based approach[J].Information Technology and Management,2007,8(1):65-81 [8] 郭晓波,赵书良,刘军丹,等.基于概念图的关联规则知识表示[J].计算机科学,2013,0(8):261-265 [9] 谭政华,胡光锐,任晓林.模糊元图及其特性分析[J].计算机研究与发展,2000(3):272-277 [10] Velazquez-Garcia E,Lopez-Arevalo I,Sosa-Sosa V.DistributedComputing and Artificial Intelligence[M].Springer Berlin Heidelberg,2012:469-476 [11] Jain P D S K.Fuzzy rule based system and metagraph for risk management in electronic banking activities[J].International Journal of Engineering and Technology,2009,1(1):1793-8236 [12] Tan Z H.Fuzzy metagraph and its combination with the indexing approach in rule-based systems[J].IEEE Transactions on Knowledge and Data Engineering,2006,18(6):829-841 [13] Bruzzese D,Davino C.Visual mining of association rules[C]∥Visual Data Mining:Theory,Techniques and Tools for Visual Analytics,LNAI 6208.Berlin:Springer-Verlag,2008:103-122 [14] Liu Gui-mei,Suchitra A,Zhang Hao-jun,et al.AssocExplorer:an association rule visualization system for exploratory data analysis[C]∥Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining.New York:ACM,2012:1536-1539 |
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