面向混合数据的代价敏感三支决策边界域分类方法  

Classification method of cost-sensitive three-way decision boundary region for hybrid data

作　　者：周阳阳 钱文彬 王映龙[1] 彭莉莎[3] 曾武序 ZHOU Yangyang;QIAN Wenbin;WANG Yinglong;PENG Lisha;ZENG Wuxu(School of Computer and Information Engineering,Jiangxi Agricultural University,Nanchang 330045,China;School of Soft-ware,Jiangxi Agricultural University,Nanchang 330045,China;School of Engineering Management,Nanjing University,Nanjing 210046,China)

机构地区：[1]江西农业大学计算机与信息工程学院,江西南昌330045 [2]江西农业大学软件学院,江西南昌330045 [3]南京大学工程管理学院,江苏南京210046

出　　处：《智能系统学报》2022年第2期411-419,共9页CAAI Transactions on Intelligent Systems

基　　金：国家重点研发计划项目(2020YFD1100605);国家自然科学基金项目(61966016);江西省自然科学基金项目(20192BAB207018);江西省研究生创新专项基金项目(YC2020-S236).

摘　　要：针对现有三支决策模型的研究对象多为单一性数据的决策系统,对于混合数据边界域样本处理的研究相对较少,本文面向混合数据提出了基于核属性的代价敏感三支决策边界域分类方法。该方法基于正域约简计算混合邻域决策系统的核属性集,在此基础上计算混合邻域类,并利用三支决策规则分别将对象划分到各决策类的正域、边界域和负域;提出了一种基于代价敏感学习的三支决策边界域分类方法,并构造了误分类代价的计算方法,以此划分边界域中的对象。通过对UCI上的10个数据集进行实验对比与分析,进一步验证了本文方法,为处理边界域样本提供了一种可行有效的方法。The research objects of existing three-way decisions models are mostly decision-making systems with single data.Relatively few studies on the boundary region sample processing of mixed data have been conducted.To address this issue,a classification method of a cost-sensitive three-way decision boundary region based on core attributes for hy-brid data is proposed in this study.This method computes the core attribute set of the hybrid neighborhood decision sys-tem based on positive domain reduction.On this basis,the hybrid neighborhood class is calculated,and the objects are divided into the positive,boundary,and negative regions of each decision-making class through three-way decision rules.The classification method of the three-way decision boundary region based on cost-sensitive learning is proposed.Then,a calculation method of the misclassification cost is constructed to divide the objects in the boundary region.Ex-periments and analyses are performed on 10 datasets of UCI,which show the feasibility and the effectiveness of the pro-posed method for the processing of boundary region samples.

关 键 词：三支决策 粒计算 代价敏感 混合数据 正域约简 边界域样本处理 粗糙集 核属性 

分 类 号：TP391[自动化与计算机技术—计算机应用技术]