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 | 是 |
國別 | TWN |
公開徵稿 | |
出版型式 | ,電子版,紙本 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/99126 ) |