期刊論文

學年 102
學期 2
出版(發表)日期 2014-07-01
作品名稱 Grey Support Vector Regression Model with Applications to China Tourists Forecasting in Taiwan
作品名稱(其他語言)
著者 Tsaur, Ruey-Chyn; Chan, Shu-Feng
單位 淡江大學管理科學學系
出版者 新北市:淡江大學管理科學學系
著錄名稱、卷期、頁數 International Journal of Information and Management Sciences 25(2), pp.121-138
摘要 Support vector regression (SVR) has been successful in function approximation for forecasting analysis based on the idea of structural risk minimization. SVR has perfect forecasting performance by employing in large sample size for training and solving its parameters, where the SVR is difficult to be applied in limited time series data with some fluctuated points; in contrast, grey model has better forecasting performance in limited time series data. In order to cope with this problem, we use both of the advantages of support vector regression model and grey theory to construct a new grey support vector regression (GSVR) model for solving limited data with some fluctuations. Finally, we demonstrate an application for planning China tourism demand for improving the tourism infrastructure in Taiwan with a better forecasting performance.
關鍵字 Grey support vector regression;grey theory;support vector regression;tourism demand forecasting
語言 en
ISSN 1017-1819
期刊性質 國內
收錄於 TSSCI EI
產學合作
通訊作者
審稿制度
國別 TWN
公開徵稿
出版型式 ,電子版,紙本
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