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What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient
Traveler emotional well-being as a specific domain of subjective well-being has attracted attention across the field of transportation. Studies on identifying factors of travel-related emotional well-being can help policy makers to formulate concrete strategies to improve travelers’ experiences and...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8998290/ https://www.ncbi.nlm.nih.gov/pubmed/35410006 http://dx.doi.org/10.3390/ijerph19074326 |
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author | Ma, Yongfeng Chen, Shuyan Khattak, Aemal J. Cao, Zheng Zubair, Muhammad Han, Xue Hu, Xiaojian |
author_facet | Ma, Yongfeng Chen, Shuyan Khattak, Aemal J. Cao, Zheng Zubair, Muhammad Han, Xue Hu, Xiaojian |
author_sort | Ma, Yongfeng |
collection | PubMed |
description | Traveler emotional well-being as a specific domain of subjective well-being has attracted attention across the field of transportation. Studies on identifying factors of travel-related emotional well-being can help policy makers to formulate concrete strategies to improve travelers’ experiences and public health. This research used the Maximal Information Coefficient (MIC) to select important factors which have much influence on emotional well-being during travel. American Time Use Survey data collected in 2010, 2012, and 2013 were used in this study and 10 factors have been selected to illustrate the relationship with emotional well-being, including rest, weekly earnings, activity time for well-being, health, self-evaluation of activities, pain medication taken yesterday, travel purpose, travel duration, weekly working hours and age based on MIC values in Descending sort. Among these 10 selected features, 2 factors, travel purpose and travel duration, are related to travel contexts; the other factors are related to personal and social characteristics. It is found that an individual’s physical condition and self-evaluation of activities have much influence on travel-related emotional well-being, while traveling mode and interaction during travel have a relatively small impact on emotional well-being compared to other identified factors. This finding is different from previous research findings. The paper presents traffic strategies related to improving emotional well-being of travelers while traveling based on the findings from this research. |
format | Online Article Text |
id | pubmed-8998290 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89982902022-04-12 What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient Ma, Yongfeng Chen, Shuyan Khattak, Aemal J. Cao, Zheng Zubair, Muhammad Han, Xue Hu, Xiaojian Int J Environ Res Public Health Article Traveler emotional well-being as a specific domain of subjective well-being has attracted attention across the field of transportation. Studies on identifying factors of travel-related emotional well-being can help policy makers to formulate concrete strategies to improve travelers’ experiences and public health. This research used the Maximal Information Coefficient (MIC) to select important factors which have much influence on emotional well-being during travel. American Time Use Survey data collected in 2010, 2012, and 2013 were used in this study and 10 factors have been selected to illustrate the relationship with emotional well-being, including rest, weekly earnings, activity time for well-being, health, self-evaluation of activities, pain medication taken yesterday, travel purpose, travel duration, weekly working hours and age based on MIC values in Descending sort. Among these 10 selected features, 2 factors, travel purpose and travel duration, are related to travel contexts; the other factors are related to personal and social characteristics. It is found that an individual’s physical condition and self-evaluation of activities have much influence on travel-related emotional well-being, while traveling mode and interaction during travel have a relatively small impact on emotional well-being compared to other identified factors. This finding is different from previous research findings. The paper presents traffic strategies related to improving emotional well-being of travelers while traveling based on the findings from this research. MDPI 2022-04-04 /pmc/articles/PMC8998290/ /pubmed/35410006 http://dx.doi.org/10.3390/ijerph19074326 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ma, Yongfeng Chen, Shuyan Khattak, Aemal J. Cao, Zheng Zubair, Muhammad Han, Xue Hu, Xiaojian What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient |
title | What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient |
title_full | What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient |
title_fullStr | What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient |
title_full_unstemmed | What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient |
title_short | What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient |
title_sort | what affects emotional well-being during travel? identifying the factors by maximal information coefficient |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8998290/ https://www.ncbi.nlm.nih.gov/pubmed/35410006 http://dx.doi.org/10.3390/ijerph19074326 |
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