A Selective Review of Travel-Mode Choice Models

1982 ◽  
Vol 8 (4) ◽  
pp. 370 ◽  
Author(s):  
Richard Barff ◽  
David Mackay ◽  
Richard W. Olshavsky
Keyword(s):  
Mode Choice ◽  
Choice Models ◽  
Travel Mode ◽  
Selective Review ◽  
Travel Mode Choice

scholarly journals Deep Neural Network Design for Modeling Individual-Level Travel Mode Choice Behavior

2020 ◽  
Vol 12 (18) ◽  
pp. 7481
Author(s):  
Daisik Nam ◽  
Jaewoo Cho
Keyword(s):  
Neural Network ◽  
Discrete Choice ◽  
Deep Neural Network ◽  
Choice Behavior ◽  
Mode Choice ◽  
Choice Models ◽  
Discrete Choice Models ◽  
Travel Mode ◽  
Individual Level ◽  
Travel Mode Choice

Individual-level modeling is an essential requirement for effective deployment of smart urban mobility applications. Mode choice behavior is also a core feature in transportation planning models, which are used for analyzing future policies and sustainable plans such as greenhouse gas emissions reduction plans. Specifically, an agent-based model requires an individual level choice behavior, mode choice being one such example. However, traditional utility-based discrete choice models, such as logit models, are limited to aggregated behavior analysis. This paper develops a model employing a deep neural network structure that is applicable to the travel mode choice problem. This paper uses deep learning algorithms to highlight an individual-level mode choice behavior model, which leads us to take into account the inherent characteristics of choice models that all individuals have different choice options, an aspect not considered in the neural network models of the past that have led to poorer performance. Comparative analysis with existing behavior models indicates that the proposed model outperforms traditional discrete choice models in terms of prediction accuracy for both individual and aggregated behavior.

scholarly journals Travel Mode Choice Models Considering Heterogeneity of Decision Maker using SP, RP and Attitudinal Data

1996 ◽  
Vol 13 ◽  
pp. 571-578
Author(s):  
Kuniaki SASAKI ◽  
Masato OKAZAKI ◽  
Shogo KAWAKAMI
Keyword(s):  
Decision Maker ◽  
Mode Choice ◽  
Choice Models ◽  
Travel Mode ◽  
Travel Mode Choice ◽  
Attitudinal Data

scholarly journals A new family of qualitative choice models: An application of reference models to travel mode choice

2019 ◽  
Vol 121 ◽  
pp. 74-91 ◽  
Author(s):  
Hélène Bouscasse ◽  
Iragaël Joly ◽  
Jean Peyhardi
Keyword(s):  
Mode Choice ◽  
Choice Models ◽  
Travel Mode ◽  
Reference Models ◽  
New Family ◽  
Travel Mode Choice ◽  
Qualitative Choice Models

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

2021 ◽  
Vol 93 ◽  
pp. 103070
Author(s):  
Yuqiao Huang ◽  
Linjie Gao ◽  
Anning Ni ◽  
Xiaoning Liu
Keyword(s):  
Mode Choice ◽  
Gps Data ◽  
Travel Mode ◽  
Trip Chain ◽  
Travel Mode Choice

scholarly journals From attitude to satisfaction: introducing the travel mode choice cycle

2021 ◽  
pp. 1-18
Author(s):  
Jonas De Vos ◽  
Patrick A. Singleton ◽  
Tommy Gärling
Keyword(s):  
Mode Choice ◽  
Travel Mode ◽  
Travel Mode Choice

scholarly journals Exploring the impact of COVID-19 on individual's travel mode choice in China

2021 ◽  
Vol 106 ◽  
pp. 271-280
Author(s):  
Siliang Luan ◽  
Qingfang Yang ◽  
Zhongtai Jiang ◽  
Wei Wang
Keyword(s):  
Mode Choice ◽  
Travel Mode ◽  
Travel Mode Choice ◽  
The Impact
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