Economic crises and market performance—A machine learning approach
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http://hdl.handle.net/10045/65593
Title: | Economic crises and market performance—A machine learning approach |
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Authors: | Perles Ribes, José Francisco | Ramón-Rodríguez, Ana B. | Moreno-Izquierdo, Luis | Sevilla-Jiménez, Martín |
Research Group/s: | Economía del Turismo, Recursos Naturales y Nuevas Tecnologías (INNATUR) | Internacionalización de la Empresa y Comercio Exterior | Recursos Hídricos y Desarrollo Sostenible |
Center, Department or Service: | Universidad de Alicante. Departamento de Análisis Económico Aplicado |
Keywords: | Machine learning | Market performance | Regression trees | Spain |
Knowledge Area: | Economía Aplicada |
Issue Date: | 2017 |
Publisher: | SAGE Publications |
Citation: | Tourism Economics. 2017, 23(3): 692-696. doi:10.5367/te.2015.0536 |
Abstract: | This note analyzes the relationship between economic crises and tourism performance in Spain during the period 1970–2013 using machine learning techniques. Specifically, a regression tree is estimated to confirm that, although the dynamics of Spanish tourism performance is influenced by the general variables established by the literature, the crisis periods disrupt the natural functioning of these dynamics, provoking disturbances that affect the tourism market position of destinations to a greater extent than expected. Conversely, to other econometric techniques, machine learning approach allows us to achieve greater flexibility and enriches the information, estimating the interrelations and thresholds operating in this context. |
URI: | http://hdl.handle.net/10045/65593 |
ISSN: | 1354-8166 (Print) | 2044-0375 (Online) |
DOI: | 10.5367/te.2015.0536 |
Language: | eng |
Type: | info:eu-repo/semantics/article |
Rights: | © The Author(s) 2016 |
Peer Review: | si |
Publisher version: | http://dx.doi.org/10.5367/te.2015.0536 |
Appears in Collections: | INV - Recursos Hídricos y Desarrollo Sostenible - Artículos de Revistas INV - INNATUR - Artículos de Revistas INV - Internacionalización de la Empresa y Comercio Exterior - Artículos de Revistas INV - ECO-IA - Artículos de Revistas |
Files in This Item:
File | Description | Size | Format | |
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2017_Perles_etal_TourEcon_final.pdf | Versión final (acceso restringido) | 142,65 kB | Adobe PDF | Open Request a copy |
2017_Perles_etal_TourEcon_accepted.pdf | Accepted Manuscript (acceso abierto) | 572,3 kB | Adobe PDF | Open Preview |
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