{"title":"Evaluation of Prepayment and Default Behaviour of Mortgage Customers: With a Case Study of the Banking Industry in Taiwan","authors":"Shuo-fen Hsu, Po-Sheng Ko, Cheng-Chung Wu","doi":"10.1109/ICIME.2009.116","DOIUrl":null,"url":null,"abstract":"This study analyzes the mortgage loans of five Taiwanese commerce banks to identify the key factors that influence prepayments and defaults. Using data from a total of 16,215 data entries of mortgage loans of five Taiwanese commerce banks in 2002 through 2007, this study first conducts Logistic regression to analyze the behavior of prepayments and default. As far the overall predictability is concerned, this paper finds that the logistic regression model is able to provide simplified results in the measurement of model variables concerning defaults and prepayments.","PeriodicalId":445284,"journal":{"name":"2009 International Conference on Information Management and Engineering","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 International Conference on Information Management and Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIME.2009.116","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This study analyzes the mortgage loans of five Taiwanese commerce banks to identify the key factors that influence prepayments and defaults. Using data from a total of 16,215 data entries of mortgage loans of five Taiwanese commerce banks in 2002 through 2007, this study first conducts Logistic regression to analyze the behavior of prepayments and default. As far the overall predictability is concerned, this paper finds that the logistic regression model is able to provide simplified results in the measurement of model variables concerning defaults and prepayments.