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基于双论域笛卡尔积的粗糙熵与知识粒度
引用本文:邓切,张贤勇,杨霁琳,陈帅.基于双论域笛卡尔积的粗糙熵与知识粒度[J].模式识别与人工智能,2019,32(11):975-986.
作者姓名:邓切  张贤勇  杨霁琳  陈帅
作者单位:1.四川师范大学 数学科学学院 成都 610066;
2.四川师范大学 智能信息与量子信息研究所 成都 610066
基金项目:国家自然科学基金项目(No.61673258)、四川省科技基金项目(No.19YYJC2845)、四川省青年科技基金项目(No.2017JQ0046)资助
摘    要:基于笛卡尔积,确立双直积论域覆盖空间,并研究其中的粗糙熵与知识粒度.首先,将双论域近似空间诱导出两个单论域覆盖空间,构建双直积论域覆盖空间.将双论域粗糙熵与知识粒度定位于一个单论域覆盖空间.通过结构模拟与粒替换,确定对称单论域覆盖空间与双直积论域覆盖空间的粗糙熵与知识粒度.对于三套双度量,得到相关的双量和、上下确界、粒化单调性及三支线性组合性.最后,通过数据模拟与仿真实验验证度量构建与理论性质的有效性.

关 键 词:双论域粗糙集  双直积论域  粗糙熵  知识粒度  不确定性  粒计算  
收稿时间:2019-05-05

Rough Entropy and Knowledge Granularity Based on Cartesian Product of Double Universes
DENG Qie,ZHANG Xianyong,YANG Jilin,CHEN Shuai.Rough Entropy and Knowledge Granularity Based on Cartesian Product of Double Universes[J].Pattern Recognition and Artificial Intelligence,2019,32(11):975-986.
Authors:DENG Qie  ZHANG Xianyong  YANG Jilin  CHEN Shuai
Affiliation:1.School of Mathematical Sciences, Sichuan Normal University, Chengdu 610066;
2.Institute of Intelligent Information and Quantum Information, Sichuan Normal University, Chengdu 610066
Abstract:According to the Cartesian product,the covering space on two-dimensional direct product universe is constructed, and the corresponding rough entropy and knowledge granularity are investigated. Firstly, two single-universe covering spaces are induced by double-universes approximate space, and two-dimensional covering space is constructed.Then, the rough entropy and knowledge granularity based on double-universes are positioned at a single-universe covering space, and the two measures are determined in covering spaces on symmetrical single-universe and compositive two-dimensional universe by structural simulation and granular replacement. For the three sets of double metrics, the double-metrics sum, supremum and infimum, granulation monotonicity and three-way linear combination are achieved. Finally, data simulation and simulation experiment verify the effectiveness of the measure construction and the theoretical properties.
Keywords:Double-Universes Rough Set  Two-Dimensional Direct-Product Universe  Rough Entropy  Knowledge Granularity  Uncertainty  Granular Computing  
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