Machine learning techniques for evaluating the nonlinear link between built-environment characteristics and travel behaviors: a systematic review

M Aghaabbasi, S Chalermpong - Travel behaviour and society, 2023 - safetylit.org
For years, linearity assumptions have been used to assess the relationship between the built
environment and travel behavior. However, recent investigations have revealed that these …

Exploring nonlinear effects of built environment on jogging behavior using random forest

Y Liu, Y Li, W Yang, J Hu - Applied geography, 2023 - Elsevier
Outdoor jogging is a beneficial and replicable physical activity (PA). The nonlinear effects of
the built environment (BE) on jogging fitness received little attention, compared with the …

The impact of the streetscape built environment on recreation satisfaction: A case study of Guangzhou

H Shi, L Yu, Y Xu, Y Liu, M Zhao - Journal of Transport Geography, 2023 - Elsevier
Recreation satisfaction has been a significant contributor to an individual's health. However,
studies on the relationship between the built environment and recreation satisfaction are …

Nonlinear effects of residential and workplace built environment on car dependence

X Wang, C Yin, J Zhang, C Shao, S Wang - Journal of Transport Geography, 2021 - Elsevier
The relationships between the built environment (BE) and car dependence have been
thoroughly evaluated, with a primary focus on the residential BE; however, the effects of the …

Identifying the factors influencing the choice of different ride-hailing services in Shenzhen, China

X Li, M Du, Y Zhang, J Yang - Travel Behaviour and Society, 2022 - Elsevier
In recent years, transportation network companies have developed various services, such as
express, ride-pooling, premium service and app-based taxi hailing service, to satisfy the …

Reexamining the built environment, commuting and life satisfaction: Longitudinal evidence for gendered relationships

X Wang, C Yin, C Shao - Transportation Research Part D: Transport and …, 2023 - Elsevier
There is considerable interest in identifying factors of life satisfaction. However, current
evidence on its relationships with the built environment (BE) and commuting has been …

Insight into the nonlinear effect of COVID-19 on well-being in China: Commuting, a vital ingredient

Y Dong, Y Sun, EOD Waygood, B Wang… - Journal of Transport & …, 2022 - Elsevier
Background COVID-19 had a devastating impact on people's work, travel, and well-being
worldwide. As one of the first countries to be affected by the virus and develop relatively well …

Relationships of life satisfaction with commuting and built environment: A longitudinal analysis

X Wang, W Wang, C Yin, C Shao, S Luo… - … research part D: transport …, 2023 - Elsevier
Although detrimental effects of commuting have been widely researched, little longitudinal
evidence can be found regarding whether changes in commuting time and modes cause …

[PDF][PDF] New insights in travel satisfaction research

R Ye, J De Vos, L Ma - Transportation Research Part D …, 2022 - discovery.ucl.ac.uk
New insights in travel satisfaction research Page 1 1 New insights in travel satisfaction research
Runing Ye Faculty of Architecture, Building and Planning The University of Melbourne …

Analysis of key commuting routes based on spatiotemporal trip chain

W Yao, C Chen, H Su, N Chen, S Jin… - Journal of Advanced …, 2022 - Wiley Online Library
Commuting pattern is one of the most important travel patterns on the road network; the
analysis of commuting pattern can provide support for public transport system optimization …