南晓莉

个人信息Personal Information

副教授

硕士生导师

性别:女

毕业院校:山东大学

学位:硕士

所在单位:金融与会计研究所

学科:金融学. 会计学

办公地点:大连理工大学经济与管理学院D座466室

联系方式:0411-84706106

电子邮箱:nanxiaoli@dlut.edu.cn

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Estimation of earnings manipulation in U.S. listed companies based on weighted discriminative model

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论文类型:会议论文

发表时间:2013-01-01

收录刊物:Scopus

卷号:3

页面范围:1420-1424

摘要:The paper profiles sample of earnings manipulation in U.S. listed companies, identifies their distinguishing characteristics, and estimates a model for detecting manipulation. Compared with whole sample firm, there are small amount of firm engaging in earnings management and data are uneven for analysis, Weighted Discriminative Model (support vector machine) have been selected to solve this problem. SFS and several feature selection methods have been adopted to select proper feature sets for Weighted Discriminative Model. After feature selection and training, the trained Weighted Discriminative Model is suitable for supporting users such as investor and auditor to detect earnings manipulation. It is also helpful to make correct decision on earning judgment when anglicizing listed company's financial report. ? 2012 IEEE.