{"title":"Sensitivity of Decision Tree Algorithm to Class-Imbalanced Bank Credit Risk Early Warning","authors":"Jie Lang, Jie Sun","doi":"10.1109/CSO.2014.153","DOIUrl":null,"url":null,"abstract":"With the development of the banking system, bank credit risk early warning problem has been getting more attention. This paper, applied the decision tree algorithm to study the problem of bank credit risk early warning from a new angle of class imbalance. The empirical results show that decision tree algorithm has strong sensitivity to imbalanced data when it is used for bank credit risk warning modeling.","PeriodicalId":174800,"journal":{"name":"2014 Seventh International Joint Conference on Computational Sciences and Optimization","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 Seventh International Joint Conference on Computational Sciences and Optimization","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSO.2014.153","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
With the development of the banking system, bank credit risk early warning problem has been getting more attention. This paper, applied the decision tree algorithm to study the problem of bank credit risk early warning from a new angle of class imbalance. The empirical results show that decision tree algorithm has strong sensitivity to imbalanced data when it is used for bank credit risk warning modeling.