杨德全

个人信息Personal Information

副教授

硕士生导师

性别:男

毕业院校:哈尔滨工业大学

学位:博士

所在单位:系统工程研究所

学科:管理科学与工程

办公地点:管理学院办公楼513

联系方式:84707505

电子邮箱:drydq@dlut.edu.cn

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A method for forecasting regional logistics demand based on support vector machine and its application

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论文类型:会议论文

发表时间:2008-07-31

收录刊物:EI、Scopus

页面范围:1517-1524

摘要:This paper presents a method for forecasting regional logistics demand based on support vector machine. The characteristics of this model are concluded as follows: First, using support vector regression with linear kernel function to analyze influences of the input influential factors to the regional logistics demand and determine the key influential factors. Second, constructing a fusion kernel based on wavelet analysis to replace the Gauss kernel. This study applies the proposed method to predict the regional logistics demand of Shanghai during the period 1978 to 2005. Experiments show that this method has very good prediction accuracy. © ASCE.