Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Ma, Yongfeng, Chen, Shuyan, Khattak, Aemal J., Cao, Zheng, Zubair, Muhammad, Han, Xue, Hu, Xiaojian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784684907691245568
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
work_keys_str_mv AT mayongfeng whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient
AT chenshuyan whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient
AT khattakaemalj whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient
AT caozheng whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient
AT zubairmuhammad whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient
AT hanxue whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient
AT huxiaojian whataffectsemotionalwellbeingduringtravelidentifyingthefactorsbymaximalinformationcoefficient