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An alternative approach to estimating demand: Neural network regression with conditional volatility for high frequency air passenger arrivals

Marcelo Medeiros (), Michael McAleer, Daniel Slottje (), Vicente Ramos and Rey-Maquieira, Javier

Journal of Econometrics, 2008, vol. 147, issue 2, 372-383

Abstract: In this paper we provide an alternative approach to analyze the demand for international tourism in the Balearic Islands, Spain, by using a neural network model that incorporates time-varying conditional volatility. We consider daily air passenger arrivals to Palma de Mallorca, Ibiza and Mahon, which are located in the islands of Mallorca, Ibiza and Menorca, respectively, as a proxy for international tourism demand for the Balearic Islands. Spain is a world leader in terms of total international tourist arrivals and receipts, and Mallorca is one of the most popular destinations in Spain. For tourism management and marketing, it is essential to forecast high frequency international tourist demand accurately. As it is important to provide sensible international tourism demand forecast intervals, it is also necessary to model their variances accurately. Moreover, time-varying variances provide useful information regarding the risks associated with variations in international tourist arrivals.

Keywords: Semi-parametric; models; Neural; networks; Smooth; transition; Nonlinear; models; Time; series; Passenger; arrivals; Tourism; demand (search for similar items in EconPapers)
Date: 2008
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Journal of Econometrics is currently edited by T. Amemiya, A. R. Gallant, J. F. Geweke, C. Hsiao and P. M. Robinson

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Handle: RePEc:eee:econom:v:147:y:2008:i:2:p:372-383