Predicting the travel mode choice with interpretable machine learning techniques: A comparative study

MT Kashifi, A Jamal, MS Kashefi… - Travel Behaviour and …, 2022 - Elsevier
Prediction of mode choice for travelers has been the subject of keen interest among
transportation planners. Traditionally, mode choice analysis is conducted by statistical …

Analysis of travel mode choice and trip chain pattern relationships based on multi-day GPS data: A case study in Shanghai, China

Y Huang, L Gao, A Ni, X Liu - Journal of transport geography, 2021 - Elsevier
As the propensity to link multiple intermediate stops in a trip chain (a sequence of journeys
that starts and ends at home, includes visiting one or more locations) is more prevalent, the …

Assessing the performance of gradient-boosting models for predicting the travel mode choice using household survey data

J Pineda-Jaramillo… - Journal of Urban Planning …, 2022 - ascelibrary.org
The importance of analyzing travel mode choice to understand travel behavior in urban
areas is crucial in the formulation of mobility policies, especially considering the growing …

Understanding Travel Mode Choice Behavior: Influencing Factors Analysis and Prediction with Machine Learning Method

H Zhang, L Zhang, Y Liu, L Zhang - Sustainability, 2023 - mdpi.com
Building a multimode transportation system could effectively reduce traffic congestion and
improve travel quality. In many cities, use of public transport and green travel modes is …

Examining influencing factors of bicycle usage for dock-based public bicycle sharing system: A case study of Xi'an, China

Q Bai, Z Yu, S Ma, Y Wang, B Agbelie - Journal of Cleaner Production, 2022 - Elsevier
Bicycle transportation is essential in developing a sustainable transportation system. It is
important to explore factors that affect bicycle usage levels thus to help with the planning …

A study on the trip behavior of shared bicycles and shared electric bikes in Chinese universities based on NL model—Henan Polytechnic University as an example

N Jiageng, Z Lanlan, L Xianghong - Physica A: Statistical Mechanics and its …, 2022 - Elsevier
With the gradual expansion of the university scale, it is extremely inconvenient for students
to travel to and from campus and classrooms. Bikeshare and shared electric bike (e …

Construction of Commuters' Multi-Mode Choice Model Based on Public Transport Operation Data

L Chen, Y Zhao, Z Liu, X Yang - Sustainability, 2022 - mdpi.com
Travel mode selection is a crucial aspect of traffic distribution and forecasting in a
comprehensive transportation system, which has significant implications for resource …

Assessment of carbon emissions from TOD subway first/last mile trips based on level classification

Z Mei, J Gong, C Feng, L Kong, Z Zhu - Travel Behaviour and Society, 2024 - Elsevier
Many cities around the world have developed Transit-oriented development (TOD) based on
subway systems, expecting to alleviate problems such as carbon emissions and pollution in …

Modelling of pre and post Covid-19's impact on employee's mode choice behavior

S Srikanth, S Kanimozhee, S Ramireddy - Innovative Infrastructure …, 2023 - Springer
Public transportation is one of the most affected systems by the pandemic. The utilization of
public transit during the pandemic made the people feel unsafe. So, the use of private …

[PDF][PDF] Effect of family structure on urban areas modal split by using the life cycle concept.

A Rasaizadi, M Askari - International Journal of Human Capital in …, 2020 - researchgate.net
A considerable increase in urban trips, especially those with personal vehicles, is one of the
main factors that cause traffic congestion, and related problems such as air pollution, noise …