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Tourism forecasting: accuracy of alternative econometric models
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- Nyoni, Thabani, 2019. "Addressing the population question in Mexico: A Box-Jenkins ARIMA approach," MPRA Paper 92440, University Library of Munich, Germany.
- António Rua & Carlos Melo Gouveia & Nuno Lourenço, 2020. "Forecasting tourism with targeted predictors in a data-rich environment," Working Papers w202005, Banco de Portugal, Economics and Research Department.
- Louie Ren & Yong Glasure, 2009. "Applicability of the Revised Mean Absolute Percentage Errors (MAPE) Approach to Some Popular Normal and Non-normal Independent Time Series," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 15(4), pages 409-420, November.
- Nyoni, Thabani, 2019. "Forecasting total population in Yemen using Box-Jenkins ARIMA models," MPRA Paper 92433, University Library of Munich, Germany.
- Nada Kulendran & Sarath Divisekera, 2007. "Measuring the Economic Impact of Australian Tourism Marketing Expenditure," Tourism Economics, , vol. 13(2), pages 261-274, June.
- Maria M. De Mello & Natércia Fortuna, 2005. "Testing Alternative Dynamic Systems for Modelling Tourism Demand," Tourism Economics, , vol. 11(4), pages 517-537, December.
- Haiyan Song & Egon Smeral & Gang Li & Jason L. Chen, 2008. "Tourism Forecasting: Accuracy of Alternative Econometric Models Revisited," WIFO Working Papers 326, WIFO.
- Peng, Bo & Song, Haiyan & Crouch, Geoffrey I., 2014. "A meta-analysis of international tourism demand forecasting and implications for practice," Tourism Management, Elsevier, vol. 45(C), pages 181-193.
- Ketenci, Natalya, 2009. "The ARDL Approach to Cointegration Analysis of Tourism Demand in Turkey: with Greece as the substitution destination," MPRA Paper 86602, University Library of Munich, Germany.
- Hassani, Hossein & Silva, Emmanuel Sirimal & Antonakakis, Nikolaos & Filis, George & Gupta, Rangan, 2017. "Forecasting accuracy evaluation of tourist arrivals," Annals of Tourism Research, Elsevier, vol. 63(C), pages 112-127.
- Bi, Jian-Wu & Liu, Yang & Li, Hui, 2020. "Daily tourism volume forecasting for tourist attractions," Annals of Tourism Research, Elsevier, vol. 83(C).
- Athanasopoulos, George & Hyndman, Rob J. & Song, Haiyan & Wu, Doris C., 2011.
"The tourism forecasting competition,"
International Journal of Forecasting, Elsevier, vol. 27(3), pages 822-844.
- Athanasopoulos, George & Hyndman, Rob J. & Song, Haiyan & Wu, Doris C., 2011. "The tourism forecasting competition," International Journal of Forecasting, Elsevier, vol. 27(3), pages 822-844, July.
- George Athanasopoulos & Rob J Hyndman & Haiyan Song & Doris C Wu, 2008. "The tourism forecasting competition," Monash Econometrics and Business Statistics Working Papers 10/08, Monash University, Department of Econometrics and Business Statistics, revised Oct 2009.
- C. Petropoulos & K. Nikolopoulos & A. Patelis & V. Assimakopoulos & D. Askounis, 2006. "Tourism Technical Analysis System," Tourism Economics, , vol. 12(4), pages 543-563, December.
- Nyoni, Thabani, 2019. "A Box-Jenkins ARIMA approach to the population question in Pakistan: A reliable prognosis," MPRA Paper 92434, University Library of Munich, Germany.
- Nyoni, Thabani, 2019. "Is Nigeria's economy progressing or backsliding? Implications from ARIMA models," MPRA Paper 91396, University Library of Munich, Germany.
- Song, Haiyan & Li, Gang & Witt, Stephen F. & Athanasopoulos, George, 2011.
"Forecasting tourist arrivals using time-varying parameter structural time series models,"
International Journal of Forecasting, Elsevier, vol. 27(3), pages 855-869.
- Song, Haiyan & Li, Gang & Witt, Stephen F. & Athanasopoulos, George, 2011. "Forecasting tourist arrivals using time-varying parameter structural time series models," International Journal of Forecasting, Elsevier, vol. 27(3), pages 855-869, July.
- Guizzardi, Andrea & Mazzocchi, Mario, 2010. "Tourism demand for Italy and the business cycle," Tourism Management, Elsevier, vol. 31(3), pages 367-377.
- Nyoni, Thabani & Mutongi, Chipo, 2019. "Modeling and forecasting carbon dioxide emissions in China using Autoregressive Integrated Moving Average (ARIMA) models," MPRA Paper 93984, University Library of Munich, Germany.
- Nyoni, Thabani, 2019. "Modeling and forecasting population in Bangladesh: a Box-Jenkins ARIMA approach," MPRA Paper 91394, University Library of Munich, Germany.
- Haodong Sun & Yang Yang & Yanyan Chen & Xiaoming Liu & Jiachen Wang, 2023. "Tourism demand forecasting of multi-attractions with spatiotemporal grid: a convolutional block attention module model," Information Technology & Tourism, Springer, vol. 25(2), pages 205-233, June.
- Li, Gang & Song, Haiyan & Witt, Stephen F., 2006. "Time varying parameter and fixed parameter linear AIDS: An application to tourism demand forecasting," International Journal of Forecasting, Elsevier, vol. 22(1), pages 57-71.
- Jacky S. Charles & Thomas M. Fullerton Jr, 2012. "Research Note: An Error Correction Analysis of Visitor Arrivals in the Bahamas," Tourism Economics, , vol. 18(1), pages 253-259, February.
- Apergis Nicholas, 2021. "Forecasting US overseas travelling with univariate and multivariate models," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 40(6), pages 963-976, September.
- Luiz Moutinho & K.-H. Huarng & Tiffany Yu & C.-Y. Chen, 2008. "Modeling and forecasting tourism demand: the case of flows from Mainland China to Taiwan," Service Business, Springer;Pan-Pacific Business Association, vol. 2(3), pages 219-232, September.
- Elisa Jorge-González & Enrique González-Dávila & Raquel MartÃn-Rivero & Domingo Lorenzo-DÃaz, 2020. "Univariate and multivariate forecasting of tourism demand using state-space models," Tourism Economics, , vol. 26(4), pages 598-621, June.
- Michael Toma & Richard McGrath & James Payne, 2009. "Hotel tax receipts and the 'Midnight in the Garden of Good and Evil': a time series intervention seasonal ARIMA model with time-varying variance," Applied Economics Letters, Taylor & Francis Journals, vol. 16(7), pages 653-656.
- Gunter, Ulrich & Önder, Irem, 2016. "Forecasting city arrivals with Google Analytics," Annals of Tourism Research, Elsevier, vol. 61(C), pages 199-212.
- Nyoni, Thabani, 2019. "Forecasting the population of Brazil using the Box-Jenkins ARIMA approach," MPRA Paper 92437, University Library of Munich, Germany.
- Jian-Wu Bi & Tian-Yu Han & Hui Li, 2022. "International tourism demand forecasting with machine learning models: The power of the number of lagged inputs," Tourism Economics, , vol. 28(3), pages 621-645, May.
- Noelia Oses & Jon Kepa Gerrikagoitia & Aurkene Alzua, 2016. "Modelling and prediction of a destination’s monthly average daily rate and occupancy rate based on hotel room prices offered online," Tourism Economics, , vol. 22(6), pages 1380-1403, December.
- Lourenço, Nuno & Gouveia, Carlos Melo & Rua, António, 2021. "Forecasting tourism with targeted predictors in a data-rich environment," Economic Modelling, Elsevier, vol. 96(C), pages 445-454.
- Nyoni, Thabani & Muchingami, Lovemore, 2019. "Foreign Direct Investment (FDI) dynamics in India: what do ARIMA models tell us?," MPRA Paper 93986, University Library of Munich, Germany.
- Mehmet EryiÄŸit & ErdoÄŸan Kotil & Resul EryiÄŸit, 2010. "Factors Affecting International Tourism Flows to Turkey: A Gravity Model Approach," Tourism Economics, , vol. 16(3), pages 585-595, September.
- Charles, Jacky S. & Fullerton, Thomas M., Jr., 2012. "An Error Correction Analysis of Visitor Arrivals to the Bahamas," MPRA Paper 43064, University Library of Munich, Germany.
- Willem A. Naudé & Andrea Saayman, 2005.
"Determinants of Tourist Arrivals in Africa: A Panel Data Regression Analysis,"
Tourism Economics, , vol. 11(3), pages 365-391, September.
- Naudé, Wim & Saayman, Andrea, 2005. "Determinants of tourist arrivals in Africa: a panel data regression analysis," MPRA Paper 16479, University Library of Munich, Germany.
- Delia Popescu & Andreea Saseanu & Daniel Bulin & Grazia Calabro, 2014. "Econometric Models in Romanian Tourism under the Impact of Sustainable Development," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 16(Special 8), pages 1063-1063, August.
- repec:kap:iaecre:v:15:y:2009:i:4:p:409-420 is not listed on IDEAS
- Haiyan Song & Stephen F. Witt & Xinyan Zhang, 2008. "Developing a Web-Based Tourism Demand Forecasting System," Tourism Economics, , vol. 14(3), pages 445-468, September.
- Nyoni, Thabani, 2019. "The population question in Zimbabwe: reliable projections from the Box – Jenkins ARIMA approach," MPRA Paper 96791, University Library of Munich, Germany.
- Chuan Zhang & Ao‐Yun Hu & Yu‐Xin Tian, 2023. "Daily tourism forecasting through a novel method based on principal component analysis, grey wolf optimizer, and extreme learning machine," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(8), pages 2121-2138, December.
- Bi, Jian-Wu & Li, Hui & Fan, Zhi-Ping, 2021. "Tourism demand forecasting with time series imaging: A deep learning model," Annals of Tourism Research, Elsevier, vol. 90(C).
- -, 2011. "An assessment of the economic impact of climate change on the tourism sector in Jamaica," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38606, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
- Nyoni, Thabani, 2019. "Is South Africa the South Africa we all desire? Insights from the Box-Jenkins ARIMA approach," MPRA Paper 92441, University Library of Munich, Germany.
- Egon Smeral & Michael Wüger, 2004. "Does Complexity Matter? Methods for Improving Forecasting Accuracy in Tourism," WIFO Working Papers 225, WIFO.
- Li, Xin & Pan, Bing & Law, Rob & Huang, Xiankai, 2017. "Forecasting tourism demand with composite search index," Tourism Management, Elsevier, vol. 59(C), pages 57-66.
- Maria Luisa Cortón & Maling Ebrahimpour, 2014. "Research Note: Forecasting Film-Induced Tourism — The Dolphin Tale Case," Tourism Economics, , vol. 20(6), pages 1349-1356, December.
- Nyoni, Thabani, 2019. "What will be Botswana's population in 2050? Evidence from the Box-Jenkins approach," MPRA Paper 93977, University Library of Munich, Germany.
- Nyoni, Thabani & Mutongi, Chipo, 2019. "Prediction of total population in Togo using ARIMA models," MPRA Paper 93983, University Library of Munich, Germany.
- Pérez-Mesa, Juan Carlos & García-Barranco, M & Piedra-Muñoz, Laura & Galdeano-Gómez, Emilio, 2019. "Transport as a limiting factor for the growth of Spanish agri-food exports," MPRA Paper 119855, University Library of Munich, Germany.
- Ioannis Chatziantoniou & Stavros Degiannakis & Bruno Eeckels & George Filis, 2016.
"Forecasting tourist arrivals using origin country macroeconomics,"
Applied Economics, Taylor & Francis Journals, vol. 48(27), pages 2571-2585, June.
- Chatziantoniou, Ioannis & Degiannakis, Stavros & Eeckels, Bruno & Filis, George, 2015. "Forecasting Tourist Arrivals Using Origin Country Macroeconomics," MPRA Paper 68062, University Library of Munich, Germany.
- -, 2011. "An assessment of the economic impact of climate change on the tourism sector in the Bahamas," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38601, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
- Adam G. Walke & Thomas M. Fullerton Jr., 2019. "Metropolitan Hotel Sector Forecast Accuracy in El Paso," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 47(2), pages 179-191, June.
- Xie, Gang & Qian, Yatong & Wang, Shouyang, 2020. "A decomposition-ensemble approach for tourism forecasting," Annals of Tourism Research, Elsevier, vol. 81(C).
- Coshall, John T. & Charlesworth, Richard, 2011. "A management orientated approach to combination forecasting of tourism demand," Tourism Management, Elsevier, vol. 32(4), pages 759-769.
- Ferda Halicioglu, 2010.
"An Econometric Analysis of the Aggregate Outbound Tourism Demand of Turkey,"
Tourism Economics, , vol. 16(1), pages 83-97, March.
- Halicioglu, Ferda, 2008. "An Econometric Analysis of Aggregate Outbound Tourism Demand of Turkey," MPRA Paper 6765, University Library of Munich, Germany, revised 2008.
- -, 2011. "An assessment of the economic impact of climate change on the water sector in the Turks and Caicos Islands," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38581, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
- Nyoni, Thabani & Mutongi, Chipo & Munyaradzi, Nyoni, 2019. "Population dynamics in Gambia: an ARIMA approach," MPRA Paper 93985, University Library of Munich, Germany.
- Nyoni, Thabani, 2019. "Box-Jenkins ARIMA approach to predicting total population in Russia," MPRA Paper 92456, University Library of Munich, Germany.
- Gunter, Ulrich & Önder, Irem, 2015. "Forecasting international city tourism demand for Paris: Accuracy of uni- and multivariate models employing monthly data," Tourism Management, Elsevier, vol. 46(C), pages 123-135.
- Nyoni, Thabani, 2019. "Where is Eritrea going in terms of population growth? Insights from the ARIMA approach," MPRA Paper 92435, University Library of Munich, Germany.
- Houssine Choyakh, 2008. "A Model of Tourism Demand for Tunisia: Inclusion of the Tourism Investment Variable," Tourism Economics, , vol. 14(4), pages 819-838, December.
- Han Liu & Ying Liu & Yonglian Wang & Changchun Pan, 2019. "Hot topics and emerging trends in tourism forecasting research: A scientometric review," Tourism Economics, , vol. 25(3), pages 448-468, May.
- Nyoni, Thabani, 2019. "Can Algeria be the first African country to outsmart the Malthusian population trap? Insights from the ARIMA approach," MPRA Paper 92425, University Library of Munich, Germany.
- Shujie Shen & Gang Li & Haiyan Song, 2009. "Effect of Seasonality Treatment on the Forecasting Performance of Tourism Demand Models," Tourism Economics, , vol. 15(4), pages 693-708, December.
- Nicholas Apergis & Andrea Mervar & James E. Payne, 2017. "Forecasting disaggregated tourist arrivals in Croatia," Tourism Economics, , vol. 23(1), pages 78-98, February.
- Nyoni, Thabani & Mutongi, Chipo, 2019. "Can Afghanistan be a victim of the Malthusian population trap? what does the ARIMA approach tell us?," MPRA Paper 93978, University Library of Munich, Germany.
- Arias Martín, Pedro, 2013. "La situación del empleo en turismo rural en España/The Employment Situation in Rural Tourism in Spain," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 31, pages 257(22)-257, Enero.
- Pérez-Mesa, Juan Carlos & García-Barranco, M. Carmen & Piedra-Muñoz, Laura & Galdeano-Gómez, Emilio, 2019. "Transport as a limiting factor for the growth of Spanish agri-food exports," Research in Transportation Economics, Elsevier, vol. 78(C).
- Nyoni, Thabani, 2019. "Predicting total population in India: A Box-Jenkins ARIMA approach," MPRA Paper 92436, University Library of Munich, Germany.
- KETENCI, Natalya, 2010. "Cointegration Analysis Of Tourism Demand For Turkey," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 10(1).
- Long Wen & Chang Liu & Haiyan Song, 2019. "Forecasting tourism demand using search query data: A hybrid modelling approach," Tourism Economics, , vol. 25(3), pages 309-329, May.
- Nyoni, Thabani & Muchingami, Lovemore, 2019. "Modeling and forecasting Botswana's Growth Domestic Product (GDP) per capita," MPRA Paper 93987, University Library of Munich, Germany.
- Nyoni, Thabani, 2019. "Somalia population dynamics versus the Malthusian population trap: What does the ARIMA approach tell us?," MPRA Paper 92457, University Library of Munich, Germany.
- Chih-Yuan Lin & Mateus Lee, 2020. "Taiwan’s opening policy to Chinese tourists and cross-strait relations: The impacts on inbound tourism into Taiwan," Tourism Economics, , vol. 26(1), pages 27-44, February.
- Stephen F. Witt & Haiyan Song & Stephen Wanhill, 2004. "Forecasting Tourism-Generated Employment: The Case of Denmark," Tourism Economics, , vol. 10(2), pages 167-176, June.
- Jo C. Vu, 2006. "Effect of Demand Volume on Forecasting Accuracy," Tourism Economics, , vol. 12(2), pages 263-276, June.
- Nyoni, Thabani, 2019. "Where is Kenya being headed to? Empirical evidence from the Box-Jenkins ARIMA approach," MPRA Paper 91395, University Library of Munich, Germany.
- Nyoni, Thabani, 2019. "What will be China's population in 2050? Evidence from the Box-Jenkins approach," MPRA Paper 92439, University Library of Munich, Germany.
- Ferda Halicioglu, 2005. "An Ardl Model Of Aggregate Tourism Demand For Turkey," International Trade 0503005, University Library of Munich, Germany.
- Song, Haiyan & Qiu, Richard T.R. & Park, Jinah, 2019. "A review of research on tourism demand forecasting," Annals of Tourism Research, Elsevier, vol. 75(C), pages 338-362.
- Montserrat Hernández-López, 2004. "Future Tourists' Characteristics and Decisions: The Use of Genetic Algorithms as a Forecasting Method," Tourism Economics, , vol. 10(3), pages 245-262, September.
- Shaolong Suna & Dan Bi & Ju-e Guo & Shouyang Wang, 2020. "Seasonal and Trend Forecasting of Tourist Arrivals: An Adaptive Multiscale Ensemble Learning Approach," Papers 2002.08021, arXiv.org, revised Mar 2020.
- Nathalie MONTARGOT & Abdessamad OUCHEN, 2018. "L’IDH, la stabilité politique et l’absence de violence- terrorisme comme facteurs explicatifs de l’attractivité touristique : le cas du bassin méditerranéen," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 47, pages 63-80.
- Razmi, Seyedeh Fatemeh & Moghadam, Marjan Heirani & Behname, Mehdi, 2021. "Time-varying effects of monetary policy on Iranian renewable energy generation," Renewable Energy, Elsevier, vol. 177(C), pages 1161-1169.
- Mingming Hu & Haiyan Song, 2020. "Data source combination for tourism demand forecasting," Tourism Economics, , vol. 26(7), pages 1248-1265, November.
- Zharas Berdenov & Yersin Kakimzhanov & Kamshat Arykbayeva & Kalibek Assylbekov & Jan Andrzej Wendt & Kulyash D. Kaimuldinova & Aidana Beketova & Gulshat Ataeva & Tolga Kara, 2024. "Sustainable Development of the Infrastructure of the City of Astana Since the Establishment of the Capital as a Factor of Tourism Development," Sustainability, MDPI, vol. 16(24), pages 1-22, December.
- José Francisco Perles-Ribes & Ana Belén Ramón-RodrÃguez & MartÃn Sevilla-Jiménez & Antonio Rubia, 2016. "The Effects of Economic Crises on Tourism Success: An Integrated Model," Tourism Economics, , vol. 22(2), pages 417-447, April.
- Gang Xie & Xin Li & Yatong Qian & Shouyang Wang, 2021. "Forecasting tourism demand with KPCA-based web search indexes," Tourism Economics, , vol. 27(4), pages 721-743, June.
- Theologos Dergiades & Eleni Mavragani & Bing Pan, 2017. "Arrivals of Tourists in Cyprus: Mind the Web Search Intensity," GreeSE – Hellenic Observatory Papers on Greece and Southeast Europe 107, Hellenic Observatory, LSE.