Jingmin Chen
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 Jingmin Chen.
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- Papers in international journals (2)
- Book chapters (1)
- Papers in conference proceedings (5)
- Technical reports (2)
- Seminar (9)
- Reviewing (7)
- Research projects (2)
- Regular teaching (4)
- Project supervision (6)
International journals
Published
Total: 2
- Chen, J., and Bierlaire, M. (2015). Probabilistic multimodal map-matching with rich smartphone data, Journal of Intelligent Transportation Systems 19(2):134-148. doi:10.1080/15472450.2013.764796
- Bierlaire, M., Chen, J., and Newman, J. P (2013). A Probabilistic Map Matching Method for Smartphone GPS data, Transportation Research Part C: Emerging Technologies 26:78–98. doi:10.1016/j.trc.2012.08.001
Book chapters
- Kazagli, E., Chen, J., and Bierlaire, M. (2014). Individual Mobility Analysis Using Smartphone Data. In Soora Rasouli and Harry Timmermans (ed) <em>Mobile Technologies for Activity-Travel Data Collection and Analysis</em> (ISBN: 9781466661707) pp.187-208. IGI Global.
Papers in conference proceedings
- Chen, J., Bierlaire, M., and Flötteröd, G. (2011). Probabilistic multi-modal map matching with rich smartphone data. Proceedings of the Swiss Transportation Research Conference (STRC) May 11-13, 2011 , 2011.
- Bierlaire, M., Chen, J., and Newman, J. P (2010). Using location observations to observe routing for choice models. Proceedings of the 89th Transportation Research Board Annual Meeting (TRB) January 10-14, 2010.
- Newman, J. P, Chen, J., and Bierlaire, M. (2009). Generating probabilistic path observation from GPS data for route choice modeling. Proceedings of the European Transport Conference (ETC) 5-7 October 2009, 2009.
- Chen, J., Newman, J. P, and Bierlaire, M. (2009). Modeling Route Choice Behavior From Smart-phone GPS data. Proceedings of the The 12th International Conference on Travel Behaviour Research (IATBR) December 13-18, 2009, 2009.
- Bierlaire, M., Newman, J. P, and Chen, J. (2009). A method of probabilistic map distribution of path likelihood. Proceedings of the 9th Swiss Transport Research Conference (STRC) September 9 - 11, 2009.
Technical reports
- Chen, J., and Bierlaire, M. (2012). Probabilistic multimodal map-matching with rich smartphone data. Technical report TRANSP-OR 120618. Transport and Mobility Laboratory, ENAC, EPFL.
- Bierlaire, M., Chen, J., and Newman, J. P (2010). Modeling Route Choice Behavior From Smartphone GPS data. Technical report TRANSP-OR 101016. Transport and Mobility Laboratory, ENAC, EPFL.
Seminars
- Chen, J., Bierlaire, M., and Flötteröd, G., Probabilistic multi-modal map matching with rich smartphone data. Swiss Transportation Research Conference , May 13, 2011,
- Chen, J., Bierlaire, M., Hurtubia, R., and Flötteröd, G., Inferring smartphone users’ activities. Swiss Transportation Research Conference, August 20, 2010, Ascona
- Chen, J., and Bierlaire, M., Description of the Nokia data collection campaign: Issues and successes. iTeam Meeting, July 15, 2010, Instituto Superior Tecnico, Lisbon
- Chen, J., and Bierlaire, M., Description of the Nokia data collection campaign: Issues and successes. World Conference on Transport Research, July 12, 2010, Lisbon, Portugal
- Chen, J., Hurtubia, R., and Bierlaire, M., Exploiting smart phone data to identify users' activities. NRC-Lausanne bi-annual seminars, June 23, 2010, EPFL
- Chen, J., Newman, J. P, and Bierlaire, M., Modeling Route Choice Behavior From Smart-phone GPS data. The 12th International Conference on Travel Behavior Research, December 17, 2009, Jaipur, India
- Chen, J., A visualization tool for Nokia Smartphone data. Nokia Research Center Data Collection Workshop, Nokia Research Center in Lausanne, December 04, 2009, Lausanne, Switzerland
- Newman, J. P, Chen, J., and Bierlaire, M., GENERATING PROBABILISTIC PATH OBSERVATION FROM GPS DATA FOR ROUTE CHOICE MODELING. European Transportation Conference 2009, October 05, 2009,
- Bierlaire, M., Newman, J. P, and Chen, J., A method of calculating path observation likelihood from GPS data. Workshop on discrete choice models, Ecole Polytechnique Fédérale de Lausanne, August 28, 2009, Lausanne, Switzerland
Reviewing
Total: 7 reviews for 2 journals (since 2004). Per year:
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2012: 1,
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Unknown year: 6.
Research projects
- Route choice models and smart phone data
- Sponsor: Swiss National Science Foundation
- Team: Michel Bierlaire (PI), Jingmin Chen (PM), Jingmin Chen
- Period: October 01, 2010-September 30, 2013
- Smart phones are able to collect a great wealth of information about the mobility patterns of individuals, including their itinerary. In addition to GPS tracks, smart phones contain several sensors and software revealing various aspects of the user's behavior (nearby Bluetooth devices, WiFi antenna, media players, etc.) Route choice models rely on the knowledge of the origin and the destination of the trip, and the transportation mode. They may also benefit from other contextual data, such as the trip purpose or the chain of subsequent activities. We plan to investigate how to infer this information from the smart phone data.
- Disaggregate behavioral models exploiting data from Nokia devices
- Sponsor: Nokia Research Center
- Team: Michel Bierlaire (PI), Jeffrey Newman (PM), Jingmin Chen
- Period: December 01, 2008-June 30, 2010
- The projects aims at investigating how to perform an appropriate fusion of data from smartphones in order to predict the mobility behavior of a given individual.
Regular teaching
- Decision-aid methodologies in transportation
- Year: Spring 2012
- Section(s): Civil Engineering
- Lecturers: Michel Bierlaire, Prem Kumar
- Teaching assistant: Jingmin Chen, Nitish Umang
- Webpage: http://transp-or.epfl.ch/courses/decisionAid2012
- Decision-aid methodologies in transportation
- Year: Spring 2011
- Section(s): Civil Engineering
- Lecturers: Michel Bierlaire, Prem Kumar
- Teaching assistant: Jingmin Chen, Nitish Umang
- Webpage: http://transp-or.epfl.ch/courses/decisionAid2011
- Mathematical Modeling of Behavior
- Year: Fall 2009
- Section(s): Mathematics
- Lecturer: Michel Bierlaire
- Teaching assistant: Thomas Robin, Jingmin Chen
- Webpage: NULL
- Number of students: 37
- Recherche opérationnelle
- Year: Spring 2009
- Section(s): Civil Engineering, Environmental Sciences and Engineering
- Lecturer: Michel Bierlaire
- Teaching assistant: Mamy Fetiarison, Jingmin Chen
- Webpage: NULL
- Number of students: 59
Project supervision
Masters theses
- Laurene Aigrain
- Section: Civil Engineering
- Mobility in the Middle East
- Supervision:Michel Bierlaire, Jingmin Chen
- Expert: Prof. John Polak
- 21/02/2011-24/06/2011
- Done at Imperial College, London, UK
- Julien Eberle
- Section: Computer science
- Balancing Energy Consumption and Location Precision in Continuous Location Tracking
- Supervision:Michel Bierlaire, Jingmin Chen
- Expert: Gian Paolo Perrucci
- 20/02/2010-20/08/2010
Semester projects
- Mobility learning from smartphone WIFI data, Amélie Buisson (SGC), June 07, 2013
- Mobility identification from smartphone GPS data, Denis Garcia (SMA), January 11, 2012
- Testing the algorithm for generating path observation from GPS data, Jensen Anders Fjendbo (SGC), January 15, 2010
- Visualization of Cell Phone Data on Google Earth, Raoul Neu (SIN), January 15, 2010