计算机科学 ›› 2017, Vol. 44 ›› Issue (1): 283-288.doi: 10.11896/j.issn.1002-137X.2017.01.052
闫林,阮宁,闫硕,高伟
YAN Lin, RUAN Ning, YAN Shuo and GAO Wei
摘要: 为了讨论数据关联问题,按层次对数据集进行了粒化,引入了每一粒的相关集,产生了与相关集类关联的分层粒化结构,并称之为粒化树。进而以同一数据集上的两棵粒化树为结构支撑,完成了对数据关联的定义,使相关集之间数据的关联得以数值化表示,形成了数据关联的数值描述方法。对此的研究确定了数据关联的等价条件,以此为依托并通过实例探究了数据关联的相关性质,讨论了关联的紧密程度、数据的粒化等同、关联的相互比较等数值化的处理方法。同时为实例的讨论提供了算法编程的基础,表明了数据关联研究的实际意义。
[1] ZHANG Jun-bo,LI Tian-rui,RUAN Da.Neighborhood Rough Sets for Dynamic Data Mining[J].International Journal of Intelligent Systems,2012,27(4):317-342. [2] HONKO P.Association Discovery from Relational Data viaGranular Computing[J].Information Sciences,2013,234(11):136-149. [3] TAGARELLI A.Exploring Dictionary-based Semantic Relatedness in Labeled Tree Data[J].Information Sciences An International Journal,2013,220(1):244-268. [4] COZMAN F G.Independence for Full Conditional Probabilities:Structure,Factorization,Non-uniqueness,and Bayesian Networks[J].International Journal of Approximate Reasoning,2013,54(9):1261-1278. [5] SHE Yan-hong.On the Rough Consistency Measures of LogicTheories and Approximate Reasoning in Rough Logic[J].International Journal of Approximate Reasoning,2014,55(1):486-499. [6] YAN Lin,YAN Shuo.Granular Reasoning and Decision System’sDecomposition[J].Journal of Software,2012,7(3):683-690. [7] YAN Lin,LIU Qing.Researches on Granular Reasoning Based on Granular Space[C]∥ Proceedings of 2008 IEEE Internatio-nal Conference on Granular Computing.Hangzhou,China:706-711. [8] JIA Xiu-yi,LIAO Wen-he,TANG Zhen-min.Minimum Cost Attribute Reduction in Decision-theoretic Rough Set Models[J].Information Sciences,2013,219:151-167. [9] MCALLISTER R A,ANGRYK R A.Abstracting for Dimensionality Reduction in Text Classification[J].International Journal of Intelligent Systems,2013,28(2):115-138. [10] YAN Lin,SONG Jin-peng.Granular Trees Based on DifferentData Sets and Their Modeling Applications[J].Computer Scien-ce,2014,41(3):258-262.(in Chinese) 闫林,宋金鹏.数据集的粒化树及其建模应用[J].计算机科学,2014,41(3):258-262. [11] YAN Shuo,YAN Lin.Descriptive Method on Data Association Based on Granulation Trees[J].Pattern Recognition and Artificial Intelligence,2015,28(12):1057-1066.(in Chinese) 闫硕,闫林.数据关联的粒化树描述方法[J].模式识别与人工智能,2015,28(12):1057-1066. [12] YAN Lin.Fundamentals of Mathematical Logic and Granular Com-puting[M].Beijing:Science Press,2007.(in Chinese) 闫林.数理逻辑基础与粒计算[M].北京:科学出版社,2007. [13] PEDRYCZ W.Granular Computing:Analysis and Design of Intelligent Systems[M].Boca Raton:CRC Press/ Francis Taylor,2013. [14] KOLMAN B,BUSBY R C,ROSS S C.Discrete MathematicalStructures(fourth edition)[M].New Jersey:Prentice-Hall,2001. |
No related articles found! |
|