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http://hdl.handle.net/2445/62346
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DC Field | Value | Language |
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dc.contributor.author | Clavería González, Óscar | - |
dc.contributor.author | Monte Moreno, Enric | - |
dc.contributor.author | Torra Porras, Salvador | - |
dc.date.accessioned | 2015-02-04T09:12:38Z | - |
dc.date.available | 2015-02-04T09:12:38Z | - |
dc.date.issued | 2015 | - |
dc.identifier.issn | 2014-1254 | - |
dc.identifier.uri | http://hdl.handle.net/2445/62346 | - |
dc.description.abstract | This study attempts to assess the forecasting accuracy of Support Vector Regression (SVR) with regard to other Artificial Intelligence techniques based on statistical learning. We use two different neural networks and three SVR models that differ by the type of kernel used. We focus on international tourism demand to all seventeen regions of Spain. The SVR with a Gaussian kernel shows the best forecasting performance. The best predictions are obtained for longer forecast horizons, which suggest the suitability of machine learning techniques for medium and long term forecasting. | - |
dc.format.extent | 40 p. | - |
dc.format.mimetype | application/pdf | - |
dc.language.iso | eng | - |
dc.publisher | Universitat de Barcelona. Institut de Recerca en Economia Aplicada Regional i Pública | - |
dc.relation.isformatof | Reproducció del document publicat a: http://www.ub.edu/irea/working_papers/2015/201507.pdf | - |
dc.relation.ispartof | IREA – Working Papers, 2015, IR15/07 | - |
dc.relation.ispartof | AQR – Working Papers, 2015, AQR15/06 | - |
dc.relation.ispartofseries | [WP E-AQR15/06] | - |
dc.relation.ispartofseries | [WP E-IR15/07] | - |
dc.rights | cc-by-nc-nd, (c) Clavería et al., 2015 | - |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/ | - |
dc.source | Documents de treball (Institut de Recerca en Economia Aplicada Regional i Pública (IREA)) | - |
dc.subject.classification | Anàlisi de regressió | - |
dc.subject.classification | Previsió econòmica | - |
dc.subject.classification | Política turística | - |
dc.subject.classification | Desenvolupament econòmic | - |
dc.subject.classification | Xarxes neuronals (Informàtica) | - |
dc.subject.classification | Transmissió de dades | - |
dc.subject.other | Regression analysis | - |
dc.subject.other | Economic forecasting | - |
dc.subject.other | Politics of tourism | - |
dc.subject.other | Economic development | - |
dc.subject.other | Neural networks (Computer science) | - |
dc.subject.other | Data transmission systems | - |
dc.title | Regional Forecasting with Support Vector Regressions: The Case of Spain | eng |
dc.type | info:eu-repo/semantics/workingPaper | - |
dc.date.updated | 2015-02-04T09:12:38Z | - |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | - |
Appears in Collections: | AQR (Grup d’Anàlisi Quantitativa Regional) – Working Papers Documents de treball (Institut de Recerca en Economia Aplicada Regional i Pública (IREA)) Documents de treball / Informes (Econometria, Estadística i Economia Aplicada) |
Files in This Item:
File | Description | Size | Format | |
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IR15-007_Claveria.pdf | 545.04 kB | Adobe PDF | View/Open |
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