Transport behavior and government interventions in pandemics: A hybrid explainable machine learning for road safety
Author
Abstract
Suggested Citation
DOI: 10.1016/j.tre.2024.103841
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Song, Yuchen & Li, Dawei & Liu, Dongjie & Cao, Qi & Chen, Junlan & Ren, Gang & Tang, Xiaoyong, 2022. "Modeling activity-travel behavior under a dynamic discrete choice framework with unobserved heterogeneity," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 167(C).
- Shin Oblander & Daniel Minh McCarthy, 2023. "Frontiers: Estimating the Long-Term Impact of Major Events on Consumption Patterns: Evidence from COVID-19," Marketing Science, INFORMS, vol. 42(5), pages 839-852, September.
- Wu, Cheng-Lung & Law, Kristie, 2019. "Modelling the delay propagation effects of multiple resource connections in an airline network using a Bayesian network model," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 122(C), pages 62-77.
- Li, Siping & Zhou, Yaoming & Kundu, Tanmoy & Zhang, Fangni, 2021. "Impact of entry restriction policies on international air transport connectivity during COVID-19 pandemic," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 152(C).
- Shirgaokar, Manish & Reynard, Darcy & Collins, Damian, 2021. "Using twitter to investigate responses to street reallocation during COVID-19: Findings from the U.S. and Canada," Transportation Research Part A: Policy and Practice, Elsevier, vol. 154(C), pages 300-312.
- David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
- Guo, Liquan & Jiang, Changmin & Hou, Weilu & Ng, Adolf K.Y. & Shi, Qin, 2024. "International multimodal transport connectivity assessment of multimodal transport from mainland China to Europe," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 186(C).
- Luca Barbarossa, 2020. "The Post Pandemic City: Challenges and Opportunities for a Non-Motorized Urban Environment. An Overview of Italian Cases," Sustainability, MDPI, vol. 12(17), pages 1-19, September.
- Chen, Bi Yu & Chen, Xuan-Yan & Chen, Hui-Ping & Huang, Yan-Bin & Jia, Tao & Lam, William H.K., 2024. "Understanding user equilibrium states of road networks: Evidence from two Chinese mega-cities using taxi trajectory mining," Transportation Research Part A: Policy and Practice, Elsevier, vol. 180(C).
- Rafiq, Rezwana & McNally, Michael G. & Sarwar Uddin, Yusuf & Ahmed, Tanjeeb, 2022. "Impact of working from home on activity-travel behavior during the COVID-19 Pandemic: An aggregate structural analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 35-54.
- Cankaya, Burak & Topuz, Kazim & Delen, Dursun & Glassman, Aaron, 2023. "Evidence-based managerial decision-making with machine learning: The case of Bayesian inference in aviation incidents," Omega, Elsevier, vol. 120(C).
- Melvin Wong & Bilal Farooq, 2019. "ResLogit: A residual neural network logit model for data-driven choice modelling," Papers 1912.10058, arXiv.org, revised Feb 2021.
- El Baz, Jamal & Ruel, Salomée & Jebli, Fedwa, 2023. "Harnessing supply chain resilience and social performance through safety and health practices in the COVID-19 era: An investigation of normative pressures and adoption timing's role," International Journal of Production Economics, Elsevier, vol. 264(C).
- Abdulrashid, Ismail & Zanjirani Farahani, Reza & Mammadov, Shamkhal & Khalafalla, Mohamed & Chiang, Wen-Chyuan, 2024. "Explainable artificial intelligence in transport Logistics: Risk analysis for road accidents," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 186(C).
- Hu, Songhua & Xiong, Chenfeng & Chen, Peng & Schonfeld, Paul, 2023. "Examining nonlinearity in population inflow estimation using big data: An empirical comparison of explainable machine learning models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 174(C).
- Borsati, Mattia & Fageda, Xavier, 2024. "Airline price responses in the face of demand shocks: European lessons from the COVID-19 pandemic," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 186(C).
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Abdulrashid, Ismail & Chiang, Wen-Chyuan & Sheu, Jiuh-Biing & Mammadov, Shamkhal, 2025. "An interpretable machine learning framework for enhancing road transportation safety," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 195(C).
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Chen, Pengfang & Zhang, Xiaoqiang & Gao, Dongsheng, 2024. "Preference heterogeneity analysis on train choice behaviour of high-speed railway passengers: A case study in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 188(C).
- Li, Chi & Mao, Jianfeng & Li, Lingyi & Wu, Jingxuan & Zhang, Lianmin & Zhu, Jianyu & Pan, Zibin, 2024. "Flight delay propagation modeling: Data, Methods, and Future opportunities," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 185(C).
- Theo Arentze & Tao Feng & Harry Timmermans & Jops Robroeks, 2012. "Context-dependent influence of road attributes and pricing policies on route choice behavior of truck drivers: results of a conjoint choice experiment," Transportation, Springer, vol. 39(6), pages 1173-1188, November.
- Czajkowski, Mikołaj & Zagórska, Katarzyna & Letki, Natalia & Tryjanowski, Piotr & Wąs, Adam, 2021.
"Drivers of farmers’ willingness to adopt extensive farming practices in a globally important bird area,"
Land Use Policy, Elsevier, vol. 107(C).
- Mikołaj Czajkowski & Katarzyna Zagórska & Natalia Letki & Piotr Tryjanowski & Adam Wąs, 2019. "Drivers of farmers’ willingness to adopt extensive farming practices in a globally important bird area," Working Papers 2019-06, Faculty of Economic Sciences, University of Warsaw.
- F. Olan & K. Spanaki & W. Ahmed & G. Zhao, 2025. "Enabling Explainable Artificial Intelligence capabilities in Supply Chain Decision Support Making," Post-Print hal-05018234, HAL.
- Venkatesh Shankar & Pablo Azar & Matthew Fuller, 2008. "—: A Multicategory Brand Equity Model and Its Application at Allstate," Marketing Science, INFORMS, vol. 27(4), pages 567-584, 07-08.
- Kruse, Tobias & Atkinson, Giles, 2022. "Understanding public support for international climate adaptation payments: Evidence from a choice experiment," Ecological Economics, Elsevier, vol. 194(C).
- Fosgerau, Mogens & Bierlaire, Michel, 2007.
"A practical test for the choice of mixing distribution in discrete choice models,"
Transportation Research Part B: Methodological, Elsevier, vol. 41(7), pages 784-794, August.
- Mogens Fosgerau & Michel Bierlaire, 2005. "A practical test for the choice of mixing distribution in a discrete choice model," Econometrics 0512002, University Library of Munich, Germany.
- Fosgerau, Mogens & Bierlaire, Michel, 2007. "A practical test for the choice of mixing distribution in discrete choice models," MPRA Paper 42276, University Library of Munich, Germany.
- He, Nannan & Liu, Sijing & Cao, Jason & Li, Guoqi & Jian, Ming, 2025. "Identifying the critical features influencing warehouse rental prices and their nonlinear associations: A spatial machine learning approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 197(C).
- Jianhua Wang & Jiaye Ge & Yuting Ma, 2018. "Urban Chinese Consumers’ Willingness to Pay for Pork with Certified Labels: A Discrete Choice Experiment," Sustainability, MDPI, vol. 10(3), pages 1-14, February.
- Carlos Díaz & Sebastian Fossati & Nicolás Trajtenberg, 2022.
"Stay at home if you can: COVID‐19 stay‐at‐home guidelines and local crime,"
Journal of Empirical Legal Studies, John Wiley & Sons, vol. 19(4), pages 1067-1113, December.
- Díaz, Carlos & Fossati, Sebastian & Trajtenberg, Nicolás, 2021. "Stay at Home if You Can: COVID-19 Stay-at-Home Guidelines and Local Crime," Working Papers 2021-8, University of Alberta, Department of Economics.
- Illichmann, R. & Abdulai, A., 2014.
"Analysis of Consumer Preferences and Wilingness-To-Pay for Organic Food Products in Germany,"
Proceedings “Schriften der Gesellschaft für Wirtschafts- und Sozialwissenschaften des Landbaues e.V.”, German Association of Agricultural Economists (GEWISOLA), vol. 49, March.
- Illichmann, Rebecca & Abdulai, Awudu, 2013. "Analysis of Consumer Preferences and Willingness-to-Pay for Organic Food Products in Germany," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 150980, Agricultural and Applied Economics Association.
- Illichmann, Rebecca & Abdulai, Awudu, 2013. "Analysis of Consumer Preferences and Willingness-To-Pay for Organic Food Products in Germany," 53rd Annual Conference, Berlin, Germany, September 25-27, 2013 156100, German Association of Agricultural Economists (GEWISOLA).
- Toşa, Cristian & Sato, Hitomi & Morikawa, Takayuki & Miwa, Tomio, 2018. "Commuting behavior in emerging urban areas: Findings of a revealed-preferences and stated-intentions survey in Cluj-Napoca, Romania," Journal of Transport Geography, Elsevier, vol. 68(C), pages 78-93.
- Scaccia, Luisa & Marcucci, Edoardo & Gatta, Valerio, 2023. "Prediction and confidence intervals of willingness-to-pay for mixed logit models," Transportation Research Part B: Methodological, Elsevier, vol. 167(C), pages 54-78.
- Non, Arjan & Rohde, Ingrid & de Grip, Andries & Dohmen, Thomas, 2022.
"Mission of the company, prosocial attitudes and job preferences: A discrete choice experiment,"
Labour Economics, Elsevier, vol. 74(C).
- Arjan Non & Ingrid Rohde & Andries de Grip & Thomas Dohmen, 2019. "Mission of the company, prosocial attitudes and job preferences: a discrete choice experiment," CRC TR 224 Discussion Paper Series crctr224_2019_100, University of Bonn and University of Mannheim, Germany.
- Non, Arjan & Rohde, Ingrid M.T. & de Grip, Andries & Dohmen, Thomas, 2021. "Mission of the Company, Prosocial Attitudes and Job Preferences: A Discrete Choice Experiment," IZA Discussion Papers 14836, Institute of Labor Economics (IZA).
- Non, Arjan & Rohde, Ingrid & de Grip, Andries & Dohmen, Thomas, 2019. "Mission of the company, prosocial attitudes and job preferences: A discrete choice experiment," ROA Research Memorandum 006, Maastricht University, Research Centre for Education and the Labour Market (ROA).
- Non, Arjan & Rohde, Ingrid & de Grip, Andries & Dohmen, Thomas, 2019. "Mission of the company, prosocial attitudes and job preferences: a discrete choice experiment," Research Memorandum 020, Maastricht University, Graduate School of Business and Economics (GSBE).
- Arjan Non & Ingrid Rohde & Andries de Grip & Thomas Dohmen, 2021. "Mission of the Company, Prosocial Attitudes and Job Preferences: A Discrete Choice Experiment," ECONtribute Discussion Papers Series 113, University of Bonn and University of Cologne, Germany.
- Bruno Marques & Jacqueline McIntosh & Chitrakala Muthuveerappan & Krzysztof Herman, 2022. "The Importance of Outdoor Spaces during the COVID-19 Lockdown in Aotearoa—New Zealand," Sustainability, MDPI, vol. 14(12), pages 1-17, June.
- D Rigby & M Burton, 2003.
"Capturing Preference Heterogeneity in Stated Choice Models: A Random Parameter Logit Model of the Demand for GM Food,"
Economics Discussion Paper Series
0319, Economics, The University of Manchester.
- Rigby, Dan & Burton, Michael P., 2003. "Capturing Preference Heterogeneity in Stated Choice Models: A Random Parameter Logit Model of the Demand for GM Food," 2003 Conference (47th), February 12-14, 2003, Fremantle, Australia 58200, Australian Agricultural and Resource Economics Society.
- Frick, Bernd & Barros, Carlos Pestana & Prinz, Joachim, 2010. "Analysing head coach dismissals in the German "Bundesliga" with a mixed logit approach," European Journal of Operational Research, Elsevier, vol. 200(1), pages 151-159, January.
- Faure, Corinne & Guetlein, Marie-Charlotte & Schleich, Joachim & Tu, Gengyang & Whitmarsh, Lorraine & Whittle, Colin, 2022. "Household acceptability of energy efficiency policies in the European Union: Policy characteristics trade-offs and the role of trust in government and environmental identity," Ecological Economics, Elsevier, vol. 192(C).
- Meredith Fowlie, 2010. "Emissions Trading, Electricity Restructuring, and Investment in Pollution Abatement," American Economic Review, American Economic Association, vol. 100(3), pages 837-869, June.
More about this item
Keywords
Travel behavior; Pandemic; Machine learning; Road safety; Transport planning; Government interventions;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:transe:v:193:y:2025:i:c:s1366554524004320. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600244/description#description .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.