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多尺度覆盖决策信息系统的布尔矩阵方法
引用本文:陈应生,李进金,林荣德,陈东晓.多尺度覆盖决策信息系统的布尔矩阵方法[J].模式识别与人工智能,2020,33(9):776-785.
作者姓名:陈应生  李进金  林荣德  陈东晓
作者单位:1.华侨大学 数学科学学院 计算科学福建省高校重点实验室泉州 362021
2.闽南师范大学 数学与统计学院 漳州 363000
基金项目:国家自然科学基金;国家自然科学基金;创新团队发展计划
摘    要:在多尺度决策信息系统中,一个条件属性对应某个尺度构成论域的一个划分.文中把相应的划分推广为覆盖,并建立多尺度覆盖决策信息系统模型(MSCDS).为了简化系统复杂信息的表达,采用矩阵方法.首先,利用布尔矩阵描述覆盖决策信息系统,包括上下近似、协调性和广义决策函数等.再使用布尔矩阵建立多尺度覆盖决策信息系统的定义,研究该系统的粒描述、上下近似、协调性和广义决策不变性.最后,针对协调与不协调的情况,利用布尔矩阵定义尺度组合的重要度,给出多尺度覆盖决策信息系统最优尺度选择的矩阵方法,并给出相应的选择算法和具体算例.

关 键 词:粗糙集  覆盖信息系统  布尔矩阵  多尺度覆盖决策信息系统  
收稿时间:2020-03-29

Boolean Matrix Approach for Multi-scale Covering Decision Information System
CHEN Yingsheng,LI Jinjin,LIN Rongde,CHEN Dongxiao.Boolean Matrix Approach for Multi-scale Covering Decision Information System[J].Pattern Recognition and Artificial Intelligence,2020,33(9):776-785.
Authors:CHEN Yingsheng  LI Jinjin  LIN Rongde  CHEN Dongxiao
Affiliation:1. Fujian Province University Key Laboratory of Computational Science, School of Mathematical Sciences, Huaqiao University, Quanzhou 362021
2. School of Mathematics and Statistics, Minnan Normal University, Zhangzhou 363000
Abstract:In multi-scale decision information system, one condition attribute corresponding to a certain scale forms a partition of the universe. A multi-scale covering decision information system (MSCDS) is proposed and the partition is generalized to a covering. A boolean matrix method is applied to simplify the complexity of information expression in this system. Firstly, boolean matrix is employed to describe the covering decision information system, including upper and lower approximations, consistency and generalized decision function. Secondly, the definitions of MSCDS, consistency and generalized decision invariant of the system are expressed in boolean matrix method. Finally, the boolean matrix method is utilized to define the significance of a combination scale with both consistency and inconsistency, and the relevant algorithms and examples of optimal granularity selection of MSCDS are presented.
Keywords:Rough Sets  Covering Information System  Boolean Matrix  Multi-scale Covering Decision Information System  
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