陕西师范大学学报（自然科学版）2024，Vol.52Issue(3)：11-25,15.DOI:10.15983/j.cnki.jsnu.2024006
基于机器学习的三支决策研究综述
A review of three-way decisions based on machine learning
摘要
Abstract
Three-way decision(3 WD)is an important research direction in the field of granular computing,which conforms to human thinking and can effectively deal with uncertainty problems in practical decision-making processes.Three-way decision can effectively reduce the cost of decision-making,enhance the control of uncertain decision-making processes and improve the interpretability of model by introducing delay strategy.Therefore,a three-way decision based on machine learning is worth researching deeply.Firstly,the basic model of three-way decision is introduced.Secondly,the research status of three-way decision based on machine learning at domestic and foreign search results is analyzed by using CiteSpace and VOSviewer.Thirdly,from the perspectives of research questions,model methods,and application backgrounds,the integration of three-way decisions with clustering models,classification models,recommendation systems,and deep learning models are focused on.Finally,the future research directions of three-way decisions based on machine learning are given.关键词
三支决策/机器学习/三支聚类/三支分类/三支推荐Key words
three-way decisions/machine learning/three-way clustering/three-way classification/three-way recommendation分类
信息技术与安全科学引用本文复制引用
刘盾,高璐玥..基于机器学习的三支决策研究综述[J].陕西师范大学学报（自然科学版）,2024,52(3):11-25,15.基金项目
国家自然科学基金(62276217,61876157) （62276217,61876157）
四川省杰出青年科学基金(2022JDJQ0034) （2022JDJQ0034）
成都市哲学社会科学规划项目(2023CS124) （2023CS124）
中央高校基本科研业务费专项资金(2682024ZTPY021) （2682024ZTPY021）
