Modeling and forecasting tourism demand for arrivals with stochastic nonstationary seasonality and intervention

被引:301
作者
Goh, C [1 ]
Law, R [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Hotel & Tourism Management, Kowloon, Hong Kong, Peoples R China
关键词
tourism demand forecasting; time series; intervention; stochastic nonstationary seasonality;
D O I
10.1016/S0261-5177(02)00009-2
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents the use of time series SARIMA and MARIMA with interventions in forecasting tourism demand using ten arrival series for Hong Kong. Augmented Dickey-Fuller tests indicated that all the series were seasonal nonstationary. Significant interventions such as relaxation of the issuance of out-bound visitors visas, the Asian financial crisis, the handover, and the bird flu epidemic were all empirically identified with significant test results and expected signs. The forecasts obtained using models that capture stochastic nonstationary seasonality and interventions, SARIMA and MARIMA with intervention analysis, are compared with other eight time series models and were found to have the highest accuracy. (C) 2002 Published by Elsevier Science Ltd.
引用
收藏
页码:499 / 510
页数:12
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