{"title":"Customer Behavior Modeling under Several Decision-Making Processes by using EM Algorithm","authors":"T. Kurosawa, K. Nishimatsu, M. Iwashita, A. Inoue","doi":"10.5220/0002115703390346","DOIUrl":null,"url":null,"abstract":"This paper gives a model of customer choice behavior modeling based on a combination of decision-making processes by applying latent class model based on EM algorithm. This model can apply for the choice problems of multi services and multi brands under various decision-making processes. In addition to the model based on EM algorithm, we tried some conventional models and compared them. The model based on EM algorithm enables us to know what kinds of customers are classified into a certain class. Moreover, we could construct more accuracy model than conventional model and found the existence of two decision-making processes.","PeriodicalId":190970,"journal":{"name":"International Conference on e-Business","volume":"117 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Conference on e-Business","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5220/0002115703390346","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
This paper gives a model of customer choice behavior modeling based on a combination of decision-making processes by applying latent class model based on EM algorithm. This model can apply for the choice problems of multi services and multi brands under various decision-making processes. In addition to the model based on EM algorithm, we tried some conventional models and compared them. The model based on EM algorithm enables us to know what kinds of customers are classified into a certain class. Moreover, we could construct more accuracy model than conventional model and found the existence of two decision-making processes.