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为了解决只需要考虑属性区间集到对象区间集的问题,将经典半概念理论引入三支区间集中,对于一个模糊形式背景,定义了面向属性的模糊区间集半算子,用此算子得到模糊AE-区间集半概念;讨论了该类半概念的偏序关系和格结构,进而得到求同一形式背景下模糊AE-区间集半概念全体的算法。对偶地,得到模糊OE-区间集半概念定义和其格结构,以及寻找模糊OE-区间集半概念全体的算法。所得结果有助于拓展概念格和区间集理论的应用范围,也为知识提取提供了一种有益的方法。
Abstract:In order to solve the problem of only considering the attribute interval-set to the object interval-set, the classical semiconcept theory was introduced into the fuzzy three-way interval-set. For a fuzzy formal context, attribute-induced fuzzy interval-set semioperator was defined, which was used to obtain fuzzy AE-interval-set semiconcept. And furthermore, a partial order relation and the correspondent lattice structure were discussed. As a result, an algorithm of searching out all of fuzzy AE-interval-set semiconcepts in a formal context was acquired. Dually, the definition and the correspondent lattice structure of fuzzy OE-interval-set semiconcept were obtained. Meanwhile, an algorithm of searching all of fuzzy OE-interval-set semiconcepts was got. The obtained results were helpful to expand the applications of theories of formal concept lattice and interval-set, and also useful for knowledge extraction.
[1] YAO Y Y.Three-way decisions with probabilistic rough sets[J].Information sciences,2010,180(3):341-353.
[2] QI J J,WEI L,YAO Y Y.Three-way formal concept analysis[C]//International Conference on Rough Sets and Knowledge Technology.Cham:Springer International Publishing,2014:732-741.
[3] YAO Y Y.Three-way decision and granular computing[J].International journal of approximate reasoning,2018,103:107-123.
[4] WILLE R.Restructuring lattice theory:an approach based on hierarchies of concepts[M]//Order Sets.Berlin:Springer Press,1982:445-470.
[5] WEI L,QI J J,ZHANG W X.Attribute reduction theory of concept lattice based on decision formal contexts[J].Science in China series F:information sciences,2008,51(7):910-923.
[6] 刘晶,高立超,孙跃华,等.基于知识和数据融合驱动的设备故障诊断方法[J].郑州大学学报(理学版),2022,54(2):39-46.LIU J,GAO L C,SUN Y H,et al.Fault diagnosis method for equipment driven by knowledge and data fusion[J].Journal of Zhengzhou university (natural science edition),2022,54(2):39-46.
[7] 赵晓倩,武优西,王月华,等.一种保序序列快速挖掘算法:RSMM[J].郑州大学学报(理学版),2022,54(4):64-70.ZHAO X Q,WU Y X,WANG Y H,et al.RSMM:a fast order-preserving sequential pattern mining[J].Journal of Zhengzhou university (natural science edition),2022,54(4):64-70.
[8] VORMBROCK B,WILLE R.Semiconcept and protoconcept algebras:the basic theorems[M]//GANTER B,STUMME G,WILLE R.Formal Concept Analysis.Berlin:Springer Press,2005:34-48.
[9] REN R S,WEI L.The attribute reductions of three-way concept lattices[J].Knowledge-based systems,2016,99:92-102.
[10] MAO H,LIU X Q,WANG G.Two forms of three-way semiconcepts[J].Journal of intelligent & fuzzy systems,2021,40(6):10853-10864.
[11] MAO H,CHENG Y L.Three-way rough semiconcept[J].Journal of intelligent & fuzzy systems,2021,40(3):4317-4330.
[12] 康凯,胡军.基于三支聚类的协同过滤推荐方法[J].郑州大学学报(理学版),2022,54(3):22-27.KANG K,HU J.Collaborative filtering recommendation method based on three-way clustering[J].Journal of Zhengzhou university (natural science edition),2022,54(3):22-27.
[13] 毛华,刘晓庆,程艺林.面向对象的模糊三支半概念[J].华中科技大学学报(自然科学版),2021,49(2):74-78.MAO H,LIU X Q,CHENG Y L.Object-induced fuzzy three-way semiconcept[J].Journal of Huazhong university of science and technology (natural science edition),2021,49(2):74-78.
[14] YAO Y Y.Interval-set algebra for qualitative knowledge representation[C]//Proceedings of International Conference on Computing and Information.Piscataway:IEEE Press,1993:370-374.
[15] 钱婷,贺晓丽.区间集概念格的构造理论研究[J].西北大学学报(自然科学版),2017,47(3):330-335.QIAN T,HE X L.The construction theoretical research of interval-set concept lattices[J].Journal of northwest university (natural science edition),2017,47(3):330-335.
[16] 刘营营,米据生,梁美社,等.三支区间集概念格[J].山东大学学报(理学版),2020,55(3):70-80.LIU Y Y,MI J S,LIANG M S,et al.Three-way interval-set concept lattice[J].Journal of Shandong university (natural science),2020,55(3):70-80.
[17] 龙柄翰,徐伟华.模糊三支概念分析与模糊三支概念格[J].南京大学学报(自然科学),2019,55(4):537-545.LONG B H,XU W H.Fuzzy three-way concept analysis and fuzzy three-way concept lattice[J].Journal of Nanjing university (natural science),2019,55(4):537-545.
基本信息:
DOI:10.13705/j.issn.1671-6841.2022172
中图分类号:O225
引用信息:
[1]毛华,牛振华,马经泽,等.基于模糊三支区间集半概念知识提取方法研究[J].郑州大学学报(理学版),2024,56(01):81-87.DOI:10.13705/j.issn.1671-6841.2022172.
基金信息:
国家自然科学基金项目(61572011)
2022-06-24
2022
2024-03-22
2024
3
2023-05-28
2023-05-28
2023-05-28