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A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic

After months of lockdown due to the COVID-19 pandemic, more people are planning regional trips because overseas travel is still not feasible. However, choosing a suitable travel destination during the COVID-19 pandemic is challenging because the factors critical to the selection process are very dif...

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Autores principales: Chen, Toly, Wang, Yu-Cheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8648072/
https://www.ncbi.nlm.nih.gov/pubmed/34899107
http://dx.doi.org/10.1016/j.asoc.2021.107535
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author Chen, Toly
Wang, Yu-Cheng
author_facet Chen, Toly
Wang, Yu-Cheng
author_sort Chen, Toly
collection PubMed
description After months of lockdown due to the COVID-19 pandemic, more people are planning regional trips because overseas travel is still not feasible. However, choosing a suitable travel destination during the COVID-19 pandemic is challenging because the factors critical to the selection process are very different from those usually considered. Furthermore, without sufficient literature or data for reference, existing methods based on psychological analyses or mining past experiences may not be applicable. Consequently, a fuzzy multi-criteria decision-making method – the calibrated piecewise-linear fuzzy geometric mean (FGM) approach – is proposed in this study for travel destination recommendation during the COVID-19 pandemic. The contribution of this research is twofold. First, the critical factors that affect the selection of a suitable travel destination during the COVID-19 pandemic are discussed. Second, the accuracy and efficiency using existing fuzzy analytic hierarchy process (FAHP) methods have been enhanced. The calibrated piecewise-linear FGM approach has been successfully applied to recommend suitable travel destinations to fifteen travelers for regional trips in Taiwan during the COVID-19 pandemic.
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spelling pubmed-86480722021-12-07 A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic Chen, Toly Wang, Yu-Cheng Appl Soft Comput Article After months of lockdown due to the COVID-19 pandemic, more people are planning regional trips because overseas travel is still not feasible. However, choosing a suitable travel destination during the COVID-19 pandemic is challenging because the factors critical to the selection process are very different from those usually considered. Furthermore, without sufficient literature or data for reference, existing methods based on psychological analyses or mining past experiences may not be applicable. Consequently, a fuzzy multi-criteria decision-making method – the calibrated piecewise-linear fuzzy geometric mean (FGM) approach – is proposed in this study for travel destination recommendation during the COVID-19 pandemic. The contribution of this research is twofold. First, the critical factors that affect the selection of a suitable travel destination during the COVID-19 pandemic are discussed. Second, the accuracy and efficiency using existing fuzzy analytic hierarchy process (FAHP) methods have been enhanced. The calibrated piecewise-linear FGM approach has been successfully applied to recommend suitable travel destinations to fifteen travelers for regional trips in Taiwan during the COVID-19 pandemic. Elsevier B.V. 2021-09 2021-06-06 /pmc/articles/PMC8648072/ /pubmed/34899107 http://dx.doi.org/10.1016/j.asoc.2021.107535 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Chen, Toly
Wang, Yu-Cheng
A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic
title A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic
title_full A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic
title_fullStr A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic
title_full_unstemmed A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic
title_short A calibrated piecewise-linear FGM approach for travel destination recommendation during the COVID-19 pandemic
title_sort calibrated piecewise-linear fgm approach for travel destination recommendation during the covid-19 pandemic
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8648072/
https://www.ncbi.nlm.nih.gov/pubmed/34899107
http://dx.doi.org/10.1016/j.asoc.2021.107535
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