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个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:创新创业学院
学科:计算机应用技术
办公地点:创客空间607
电子邮箱:jinbo@dlut.edu.cn
Research on credit scoring model with SVM for network management
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论文类型:期刊论文
发表时间:2010-11-01
发表刊物:Journal of Computational Information Systems
收录刊物:EI、Scopus
卷号:6
期号:11
页面范围:3567-3574
ISSN号:15539105
摘要:Recently, credit scoring has become a very important task and has been widely used in management science. In this study, we focused on the management of network, and studied a credit scoring model for network management basing on support vector machine (SVM). In our model, SVM is trained to classify the normal and abnormal network connection and using grid search algorithm to find optimum parameters for SVM model. We employ the decision distance of SVM model as the measurement of credit scoring. The advantage of our SVM based model is that the data can be classified effectively and less parameter need to be decided. With the network attack data set, the experimental result shows that our model can reduce the cost of network management and improve the performance of network management. ? 2010 Binary Information Press.