Rico Krueger
This page reports only the academic work registered in the databases of the Transport and Mobility Laboratory, and is not necessarily a comprehensive list of the work by Rico Krueger.
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- Papers in international journals (12)
- Book chapters (2)
- Papers in conference proceedings (5)
- Technical reports (8)
- Seminar (6)
- Reviewing (60)
- Research projects (2)
- Regular teaching (3)
- Miscellaneous lectures (4)
- Project supervision (6)
- Miscellaneous responsibilities (2)
International journals
Published
Total: 12
- Cortes Balcells, C., Torres, F., Krueger, R., and Bierlaire, M. (2025). Modeling the influence of restriction policies and perceived risk due to COVID-19 on daily activity scheduling, Transportation Research Part A: Policy and Practice 200(104604):. doi:10.1016/j.tra.2025.104604
- Cortes Balcells, C., Krueger, R., and Bierlaire, M. (2025). Modeling Disease Spread: Integrating Mobility, Awareness, and Behavior, Transportation (accepted for publication on March 22, 2025) doi:10.1007/s11116-025-10613-w
- Cortes Balcells, C., Krueger, R., and Bierlaire, M. (2024). Multi-objective Optimization of Activity-Travel Policies for Epidemic Control: Balancing Health and Economic Outcomes on Socio-Economic Segments, Transportation Research Interdisciplinary Perspectives 27(101183):. doi:10.1016/j.trip.2024.101183
- Krueger, R., Bierlaire, M., and Bansal, P. (2023). A data fusion approach for ride-sourcing demand estimation: A discrete choice model with sampling and endogeneity corrections , Transportation Research Part C: Emerging Technologies 152(104180):. doi:10.1016/j.trc.2023.104180
- Krueger, R., Bierlaire, M., Gasos, T., and Bansal, P. (2023). Robust discrete choice models with t-distributed kernel errors, Statistics and Computing 33(2):. doi:10.1007/s11222-022-10182-3
- Manser, P., Haering, T., Hillel, T., Pougala, J., Krueger, R., and Bierlaire, M. (2022). Estimating flexibility preferences to resolve temporal scheduling conflicts in activity-based modelling, Transportation (accepted for publication on August 22, 2022) doi:10.1007/s11116-022-10330-8
- Krueger, R., Bierlaire, M., Daziano, R., Rashidi, T., and Bansal, P. (2021). Evaluating the predictive abilities of mixed logit models with unobserved inter- and intra-individual heterogeneity, Journal of Choice Modelling 41:100323. doi:10.1016/j.jocm.2021.100323
- Bansal, P., Dua, R., Krueger, R., and Graham, D. J (2021). Fuel Economy Valuation and Preferences of Indian Two-wheeler Buyers, Journal of Cleaner Production 294:126328. doi:10.1016/j.jclepro.2021.126328
- Bansal, P., Krueger, R., and Graham, D. J (2021). Fast Bayesian estimation of spatial count data models, Computational Statistics & Data Analysis 157:107152. doi:10.1016/j.csda.2020.107152
- Krueger, R., Bansal, P., and Buddhavarapu, P. (2020). A New Spatial Count Data Model with Bayesian Additive Regression Trees for Accident Hot Spot Identification, Accident Analysis and Prevention 144:105623. doi:10.1016/j.aap.2020.105623
- Krueger, R., Rashidi, T., and Vij, A. (2020). A Dirichlet process mixture model of discrete choice: Comparisons and a case study on preferences for shared automated vehicles, Journal of Choice Modelling 36:105623. doi:10.1016/j.jocm.2020.100229
- Bansal, P., Krueger, R., Bierlaire, M., Daziano, R., and Rashidi, T. (2020). Bayesian Estimation of Mixed Multinomial Logit Models: Advances and Simulation-Based Evaluations, Transportation Research Part B: Methodological 131:124-142. doi:10.1016/j.trb.2019.12.001
Book chapters
- Bierlaire, M., and Krueger, R. (2024). Sampling and discrete choice. In S. Hess and A. Daly (ed) <em>Handbook of Choice Modelling</em> (ISBN: 9781800375628) pp.693-719. Edward Elgar Publishing.
- Varotto, S. F., Krueger, R., and Bierlaire, M. (2024). Modelling travel behaviour: a choice modelling perspective . In D. Potoglou and J. Spinney (ed) <em>Handbook of Travel Behavior</em> (ISBN: 978 1 83910 573 9) pp.118-139. Elgar.
Papers in conference proceedings
- Cortes Balcells, C., Krueger, R., and Bierlaire, M. (2024). Enhancing Epidemiological Models with Activity-Travel Behavior and Risk Perception: A Simulation Framework for Policy Management . Proceedings of the 24th Swiss Transport Research Conference (STRC) May 15-17, 2024.
- Cortes Balcells, C., Krueger, R., and Bierlaire, M. (2023). Interdisciplinary Behavioral Model (IBM) for Controlling Infectious Diseases. Proceedings of the 23rd Swiss Transport Research Conference (STRC) May 10-12, 2023.
- Cortes Balcells, C., Krueger, R., and Bierlaire, M. (2022). SARS-CoV-2 epidemiological model based on socio-economic variables in Switzerland. Proceedings of the 22nd Swiss Transport Research Conference (STRC) May 18-20, 2022.
- Cortes Balcells, C., Krueger, R., and Bierlaire, M. (2021). Activity-based modeling and simulation of epidemics. Proceedings of the 21st Swiss Transport Research Conference (STRC) September 12-14, 2021.
- Haering, T., Manser, P., Hillel, T., Pougala, J., Krueger, R., and Bierlaire, M. (2021). Resolving time conflicts in activity-based scheduling: A case study of Lausanne. Proceedings of the 21st Swiss Transport Research Conference (STRC) 12-14 September, 2021.
Technical reports
- Varotto, S. F., Krueger, R., and Bierlaire, M. (2022). Modelling travel behaviour: A choice modelling perspective. Technical report TRANSP-OR 220315. Transport and Mobility Laboratory, ENAC, EPFL.
- Manser, P., Haering, T., Hillel, T., Pougala, J., Krueger, R., and Bierlaire, M. (2021). Resolving temporal scheduling conflicts in activity-based modelling. Technical report TRANSP-OR 211209. Transport and Mobility Laboratory, ENAC, EPFL.
- Krueger, R., and Daziano, R. (2021). Stated choice analysis of preferences for COVID-19 vaccines using the Choquet integral. Technical report TRANSP-OR 211129. Transport and Mobility Laboratory, ENAC, EPFL.
- Krueger, R., Bierlaire, M., Daziano, R., Rashidi, T., and Bansal, P. (2021). Evaluating the predictive abilities of mixed logit models with unobserved inter- and intra-individual heterogeneity. Technical report TRANSP-OR 210617. Transport and Mobility Laboratory, ENAC, EPFL.
- Krueger, R., Bierlaire, M., Gasos, T., and Bansal, P. (2021). Robust discrete choice models with t-distributed kernel errors. Technical report TRANSP-OR 210518. Transport and Mobility Laboratory, ENAC, EPFL.
- Bierlaire, M., and Krueger, R. (2020). Sampling and discrete choice. Technical report TRANSP-OR 201109. Transport and Mobility Laboratory, ENAC, EPFL.
- Krueger, R., Bansal, P., Bierlaire, M., Daziano, R., and Rashidi, T. (2020). Variational bayesian inference for mixed logit models with unobserved inter-and intra-individual heterogeneity. Technical report arXiv:1905.00419. Transport and Mobility Laboratory, ENAC, EPFL.
- Bansal, P., Krueger, R., Bierlaire, M., Daziano, R., and Rashidi, T. (2019). Bayesian estimation of mixed multinomial logit models: Advances and simulation-based evaluations.. Technical report arXiv:1904.03647. Transport and Mobility Laboratory, ENAC, EPFL.
Seminars
- Krueger, R., Introduction to Bayesian inference. Research seminar, School of Engineering and IT, University of New South Wales, December 15, 2021, Canberra, Australia
- Bansal, P., Kessels, R., Krueger, R., and Graham, D. J, Changes in activity-travel behaviour of London Underground users during and after the COVID-19 pandemic. ICMC Mini Online Event, May 28, 2021,
- Krueger, R., Bayesian machine learning and spatial count data models: Advances in estimation and specification. Research seminar, Transport Division at DTU Management, Technical University of Denmark, February 03, 2021, Lyngby, Denmark
- Krueger, R., Bansal, P., and Buddhavarapu, P., A New Spatial Count Data Model with Bayesian Additive Regression Trees for Accident Hot Spot Identification. hEART 2020: 9th Symposium of the European Association for Research in Transportation, LAET (ENTPE, University Lyon2), February 03, 2021, Lyon, France
- Krueger, R., Bansal, P., and Buddhavarapu, P., A New Spatial Count Data Model with Bayesian Additive Regression Trees for Accident Hot Spot Identification. Bridging Transportation Researchers Online Conference, August 12, 2020,
- Bansal, P., Krueger, R., Bierlaire, M., and Graham, D. J, Variational Bayesian inference for spatial negative binomial count data models with unobserved heterogeneity. STRC 2020, May 14, 2020,
Reviewing
Total: 60 reviews for 20 journals (since 2004). Per year: 2022: 3, 2021: 37, 2020: 19, 2019: 1.
Research projects
- Optimization of individual mobility plans to simulate future travel in Switzerland
- Sponsor: Innosuisse (Swiss Innovation Agency)
- Team: Michel Bierlaire (PI), Tim Hillel (PM), Janody Pougala, Rico Krueger
- Period: September 01, 2020-March 01, 2022
- This project, joint with Swiss Federal Railways (SBB) will develop a new activity-based modelling approach based on optimization of individual daily mobility plans. This approach will be implemented within SBB's existing nationwide model for Switzerland for investment and service planning decisions for future transportation.
- OrgVisionPro: Automated organizational design and optimization
- Sponsor: Innosuisse (Swiss Innovation Agency)
- Team: Michel Bierlaire (PI), Rico Krueger (PM), Tim Hillel (PM), Melvin Wong, Nour Dougui
- Period: October 01, 2019-June 30, 2021
- This project, joint with CLEAP S.A., is will develop advanced analytics algorithms to propose organization design (OD) scenarios based on the existing situation, constraints, and future needs of a business. These scenarios will support organizations in shaping their future by optimizing their structure and operating models.
Regular teaching
- Optimization and Simulation
- Year: Spring 2021
- Section(s): Doctoral program in Civil and Environmental Engineering
- Lecturers: Michel Bierlaire, Rico Krueger, Melvin Wong
- Webpage: http://transp-or.epfl.ch/courses/OptSim2021
- Mathematical modeling of behavior
- Year: Fall 2020
- Section(s): Mathematics, Master in Financial Engineering
- Lecturer: Michel Bierlaire
- Teaching assistant: Melvin Wong, Rico Krueger, Janody Pougala, Nicola Ortelli
- Webpage: https://moodle.epfl.ch/course/view.php?id=1001
- Optimization and Simulation
- Year: Spring 2020
- Section(s): Doctoral program in Civil and Environmental Engineering
- Lecturers: Michel Bierlaire, Rico Krueger, Melvin Wong
- Webpage: http://transp-or.epfl.ch/courses/OptSim2020/
Miscellaneous lectures
- Hybrid Choice Models
- Program: Discrete Choice Analysis: Predicting Individual Behavior and Market Demand, February 12, 2021
- School: EPFL
- Lecturer: Nicola Ortelli
- Assistant: Rico Krueger
- Bayesian Estimation; Individual Prediction
- Program: Discrete Choice Analysis: Predicting Individual Behavior and Market Demand, February 11, 2021
- School: EPFL
- Lecturer: Rico Krueger
- Assistant: Tim Hillel
- Bayesian Estimation; Individual Prediction
- Program: Discrete Choice Analysis: Predicting Individual Behavior and Market Demand, March 27, 2019
- School: EPFL
- Lecturer: Rico Krueger
- Assistants: Tim Hillel, Selin Atac, Meritxell Pacheco
- Logit Mixtures; Combining RP and SP data
- Program: Discrete Choice Analysis: Predicting Individual Behavior and Market Demand, March 26, 2019
- School: EPFL
- Lecturer: Meritxell Pacheco
- Assistants: Tim Hillel, Rico Krueger
Project supervision
Masters theses
- Julien Harbulot
- Transportation mode classification with smartphone accelerometer data: An end-to-end deep learning approach
- Supervision:Rico Krueger, Michel Bierlaire
- Expert: Florent Martin
- 17/02/2020-08/09/2020
Semester projects
- Drawing infection probabilities based on socio-economic characteristics using ML Causal Inference, Hannah Gelblat, February 04, 2022
- Drawing infection probabilities based on socio-economic characteristics using ML Causal Inference, Mathias Nuris, February 04, 2022
- Matrix factorisation methods, Ambroise Favre, June 30, 2021
- Designing a MATSIM environment to study the impact of SARS-CoV-2 in mobility, Antoine Crettenand, June 11, 2021
- Bayesian analysis of multinomial discrete choice model with t-distributed kernel errors, Thomas Gasos, June 09, 2020
Past activities (2)
- Member of the Editorial Board, Transportation Letters (February 15, 2021-January 31, 2022)
- Reviewer, National Science Foundation (NSF), USA (February 25, 2021-March 18, 2021)