Modeling job accessibility using online map data: An extended two-step floating catchment area method with multiple travel modes
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Transport Geography"
DOI: 10.1016/j.jtrangeo.2021.103065
Abstract: Abstract Current quantitative measures of job accessibility rarely consider the interaction between job opportunities and labor force, and the effects of dynamic travel mode choice. Drawing upon multiple open-source datasets, we develop a job accessibility… read more here.
Keywords: travel modes; job accessibility; travel mode; job ... See more keywords
Satisfaction-induced travel behaviour
Sign Up to like & getrecommendations! Published in 2019 at "Transportation Research Part F: Traffic Psychology and Behaviour"
DOI: 10.1016/j.trf.2019.03.001
Abstract: Abstract Numerous studies – mainly since 2010 – have found that the chosen travel mode is related with how satisfied people are with their performed trips. A consensus has been found in that active travel… read more here.
Keywords: travel; travel satisfaction; travel mode; travel behaviour ... See more keywords
Travel mode identification using bluetooth technology
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Intelligent Transportation Systems"
DOI: 10.1080/15472450.2017.1384698
Abstract: ABSTRACT Bluetooth technology has been widely used in transportation studies to collect traffic data. Bluetooth media access control (MAC) readers can be installed along roadways to collect Bluetooth-based data. This data is commonly used to… read more here.
Keywords: bluetooth technology; using bluetooth; travel mode; travel ... See more keywords
On Hyperparameter Optimization of Machine Learning Methods Using a Bayesian Optimization Algorithm to Predict Work Travel Mode Choice
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3247448
Abstract: Prediction of work Travel mode choice is one of the most important parts of travel demand forecasting. Planners can achieve sustainability goals by accurately forecasting how people will get to and from work. In the… read more here.
Keywords: travel mode; machine; machine learning; learning methods ... See more keywords
A Combined Solution for Real-Time Travel Mode Detection and Trip Purpose Prediction
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2019.2905601
Abstract: Identifying the travel modes people use on their daily commute, and the purpose of their trips, contributes to a better understanding of their mobility patterns. Therefore, the detection of the travel modes and the prediction… read more here.
Keywords: travel; mode detection; travel mode; detection trip ... See more keywords
Travel Mode Choice Prediction Using Imbalanced Machine Learning
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2023.3237681
Abstract: Travel mode choice prediction is critical for travel demand prediction, which influences transport resource allocation and transport policies. Travel modes are often characterised by severe class imbalance and inequality, which leads to the inferior predictive… read more here.
Keywords: travel mode; prediction; mode choice; choice prediction ... See more keywords
Joint Analysis of the Commuting Departure Time and Travel Mode Choice: Role of the Built Environment
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Advanced Transportation"
DOI: 10.1155/2018/4540832
Abstract: This paper aims to conduct an empirical study to evaluate the influence of built environment features and socioeconomic factors on commuters’ simultaneous choice of departure time and travel mode. Using Kunming, China, as the study… read more here.
Keywords: departure time; time; travel mode; travel ... See more keywords
Analysis of Travel Mode Choice in Seoul Using an Interpretable Machine Learning Approach
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Advanced Transportation"
DOI: 10.1155/2021/6685004
Abstract: Understanding choice behavior regarding travel mode is essential in forecasting travel demand. Machine learning (ML) approaches have been proposed to model mode choice behavior, and their usefulness for predicting performance has been reported. However, due… read more here.
Keywords: mode choice; travel; choice; travel mode ... See more keywords
Effects of Individual and Built Environmental Features on Commuting Mode Shifts before and after the COVID-19 Outbreak in Guangzhou, China
Sign Up to like & getrecommendations! Published in 2023 at "Journal of Advanced Transportation"
DOI: 10.1155/2023/8955504
Abstract: The novel coronavirus disease (COVID-19) pandemic has had a significant impact on transportation. Understanding how the epidemic in China has affected people’s travel mode choices can help city managers analyze the travel mode of different… read more here.
Keywords: travel; travel mode; individual built; effects individual ... See more keywords
Understanding the determinants for predicting citizens’ travel mode change from private cars to public transport in China
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Psychology"
DOI: 10.3389/fpsyg.2022.1007949
Abstract: Rapid urbanization and motorization have generated increasing social and environmental challenges to the urban transport sector in China, such as traffic congestion, car accidents, air pollution, and global warming. Prioritizing the development of urban public… read more here.
Keywords: travel mode; public transport; private cars; transport ... See more keywords
The Impact of COVID-19 on Travel Mode Choice Behavior in Terms of Shared Mobility: A Case Study in Beijing, China
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Environmental Research and Public Health"
DOI: 10.3390/ijerph19127130
Abstract: Shared mobility is growing rapidly and changing the mobility landscape. The COVID-19 pandemic has complicated travel mode choice behavior in terms of shared mobility, but the evidence on this impact is limited. To fill this… read more here.
Keywords: travel mode; shared mobility; mode choice; mobility ... See more keywords