The Social Sciences
2938 - 2945
Malaysia Tourism Demand Forecasting by Using Time Series Approaches
Maria Elena Nor,
Mohd. Asrul Affendi Abdullah,
Rohayu Mohd. Salleh,
Norhaidah Mohd Asrah,
Mohd. Saifullah Rusiman,
Muhammad Hisyam Lee
Aramberri, J., 2009. The future of tourism and globalization: Some critical remarks. Futures, 41: 367-376.CrossRef | Direct Link |
Arsad, Z. and N.B.M. Johor, 2010. Estimating European tourism demand for Malaysia. World Acad. Sci. Eng. Technol., 66: 1606-1611.
Ash, J.C.K., D.J. Smyth and S.M. Heravi, 1998. Are OECD forecasts rational and useful? A directional analysis. Int. J. Forecasting, 14: 381-391.CrossRef | Direct Link |
Baghestani, H., 2009. Evaluating random walk forecasts of exchange rates. Stud. Econ. Finance, 26: 171-181.CrossRef | Direct Link |
Berger, J.O., 1985. Statistical Decision Theory and Bayesian Analysis. 2nd Edn., Springer, New York, USA., Pages: 617.
Blaskowitz, O. and H. Herwartz, 2008. Adaptive forecasting of the EURIBOR swap term structure. J. Forecasting, 28: 575-594.Direct Link |
Blaskowitz, O. and H. Herwartz, 2011. On economic evaluation of directional forecasts. Int. J. Forecasting, 27: 1058-1065.CrossRef | Direct Link |
Box, G.E.P., G.M. Jenkins and G.C. Reinsel, 1994. Time Series Analysis Forecasting and Control. 3rd Edn., Pearson Education, New York, USA., ISBN: 9780130607744, Pages: 598.
Cicarelli, J., 1982. A new method of evaluating the accuracy of economic forecasts. J. Macroeconomics, 4: 469-475.CrossRef | Direct Link |
Cumby, R.E. and D.M. Modest, 1987. Testing for market timing ability: A framework for forecast evaluation. J. Financial Econ., 19: 169-189.CrossRef | Direct Link |
De Gooijer, J.G. and R.J. Hyndman, 2006. 25 years of time series forecasting. Int. J. Forecasting, 22: 443-473.CrossRef |
Dorfman, J.H. and C.S. McIntosh, 1990. Results of a price forecasting competition. Am. J. Agric. Econ., 72: 804-808.CrossRef | Direct Link |
Elliott, G., A. Timmermann and I. Komunjer, 2005. Estimation and testing of forecast rationality under flexible loss. Rev. Econ. Stud., 72: 1107-1125.CrossRef | Direct Link |
Granger, C.W.J., 1999. Outline of forecast theory using generalized cost functions. Spanish Econ. Rev., 1: 161-173.CrossRef | Direct Link |
Greer, M.R., 2005. Combination forecasting for directional accuracy: An application to survey interest rate forecasts. J. Applied Stat., 32: 607-615.CrossRef | Direct Link |
Hanim, N., R. Osman, A.H.A.M. Noor and M.S. Hasim, 2010. Malaysian tourism demand from the Middle East market: A preliminary analysis. J. Antarabangsa Kajian Asia Barat, 2: 37-52.
Hartzmark, M.L., 1991. Luck versus forecast ability: Determinants of trader performance in futures markets. J. Bus., 64: 49-74.Direct Link |
Henriksson, R.D. and R.C. Merton, 1981. On market timing and investment performance 2: Statistical procedures for evaluating forecasting skills. J. Bus., 54: 513-533.Direct Link |
Hyndman, R.J. and A.B. Koehler, 2006. Another look at measures of forecast accuracy. Int. J. Forecast., 22: 679-688.CrossRef | Direct Link |
Kadir, N., S. Nayan and M.S. Abdullah, 2013. A panel data analysis of international tourist arrivals from ASEAN countries to Malaysia. Proc. Econ. Finance, 7: 80-85.CrossRef | Direct Link |
Kuo, H.I., C.C. Chen, W.C. Tseng, L.F. Ju and B.W. Huang, 2008. Assessing impacts of SARS and Avian Flu on international tourism demand to Asia. Tourism Manage., 29: 917-928.CrossRef | Direct Link |
Lai, K.S., 1990. An evaluation of survey exchange rate forecasts. Econ. Lett., 32: 61-65.CrossRef | Direct Link |
Leitch, G. and J. Ernesttanner, 1995. Professional economic forecasts: Are they worth their costs?. J. Forecasting, 14: 143-157.CrossRef | Direct Link |
Leitch, G. and J.E. Tanner, 1991. Economic forecast evaluation: Profits versus the conventional error measures. Am. Econ. Rev., 81: 580-590.Direct Link |
Lim, C. and M. McAleer, 2001. Forecasting tourist arrivals. Ann Tourism Res., 28: 965-977.CrossRef | Direct Link |
Loganathan, N. and Y. Ibrahim, 2010. Forecasting international tourism demand in Malaysia using box jenkins sarima application. South Asian J. Tourism Heritage, 3: 50-60.
Makridakis, S. and M. Hibon, 2000. The M3-Competition: Results, conclusions and implications. Int. J. Forecasting, 16: 451-476.CrossRef |
Merton, R.C., 1981. On market timing and investment performance I: An equilibrium theory of value for market forecasts. J. Bus., 54: 363-406.Direct Link |
Nanthakumar, L., T. Subramaniam and M. Kogid, 2012. Is Malaysia truly Asia? Forecasting tourism demand from ASEAN using SARIMA approach. Tourismos, 7: 367-381.
Nyberg, H., 2011. Forecasting the direction of the US stock market with dynamic binary probit models. Int. J. Forecasting, 27: 561-578.CrossRef | Direct Link |
Pesaran, M.H. and A. Timmermann, 2004. How costly is it to ignore breaks when forecasting the direction of a time series?. Int. J. Forecasting, 20: 411-425.CrossRef | Direct Link |
Salleh, N.H.M., L.S. Hook, S. Ramachandran, A. Shuib and Z.M. Noor, 2008. Asian tourism demand for Malaysia: A bound test approach. Contemp. Manage. Res., 4: 351-368.Direct Link |
Schnader, M.H. and H.O. Stekler, 1990. Evaluating predictions of change. J. Bus., 63: 99-107.Direct Link |
Sinclair, T.M., H.O. Stekler and L. Kitzinger, 2010. Directional forecasts of GDP and inflation: A joint evaluation with an application to federal reserve predictions. Appl. Econ., 42: 2289-2297.Direct Link |
Song, H. and G. Li, 2008. Tourism demand modelling and forecasting: A review of recent research. Tourism Manage., 29: 203-220.CrossRef | Direct Link |
Tan, A.Y., C. McCahon and J. Miller, 2002. Modeling tourist flows to Indonesia and Malaysia. J. Travel Tourism Marketing, 13: 61-82.Direct Link |
Tan, A.Y., C. McCahon and J. Miller, 2002. Stability of inbound tourism demand models for Indonesia and Malaysia: The pre-and postformation of tourism development organizations. J. Hospitality Tourism Res., 26: 361-378.CrossRef | Direct Link |
Wei, W.W.S., 2006. Time Series Analysis: Univariate and Multivariate Methods. 2nd Edn., Pearson Addison Wesley, USA., ISBN-13: 9780321322166, Pages: 614.
Winters, P.R., 1960. Forecasting sales by exponentially weighted moving averages. Manage. Sci., 6: 324-342.Direct Link |
Witt, S.F. and C.A. Witt, 1995. Forecasting tourism demand: A review of empirical research. Int. J. Forecasting, 11: 447-475.CrossRef | Direct Link |
Witt, S.F., H. Song and P. Louvieris, 2003. Statistical testing in forecasting model selection. J. Travel Res., 42: 151-158.CrossRef | Direct Link |