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DATASIM


Dissemination

DATASIM

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PUBLICATIONS

Here below you can find all the publications that have been generated within the DATA SIM project.


2015

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Gabrielli, L., Furletti, B., Giannotti, F., Nanni, M. & Rinzivillo, S. (2015). Use of Mobile Phone Data to Estimate Visitors Mobility Flows. In C. Canal & A. Idani (Eds.), Software Engineering and Formal Methods. pp. 214-226. doi: 10.1007/978-3-319-15201-1_14 conference paper
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Knapen, L., Hartman, I., Keren, D., Yasar, A., Cho, S., Bellemans, T., Janssens, D. & Wets, G. (2015). Scalability issues in optimal assignment for carpooling. Journal of Computer and System Sciences, 81, 3, pp. 568-584. doi: 10.1016/j.jcss.2014.11.010 journal paper

 

2014

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Alvaro, H., González, J., Gamallo, C., Fraile-Ardanuy, J., Knapen, L. & Janssens, D. (2014). Vehicle to vehicle energy excange in smart grid applications. Paper presented at IEEE Conference on Connected Vehicles and Expo, Vienna, Austria, pp. 1-7. conference paper

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Bao, Q., Kochan, B., Bellemans, T., Janssens, D. & Wets, G. (2014). Geographical Extension of the Activity-based Modeling Framework FEATHERS. Procedia Computer Science, 32, pp. 774-779. doi: 10.1016/j.procs.2014.05.490 proceeding paper
Bao, Q., Shen, Y., Kochan, B., Bellemans, T., Janssens, D. & Wets, G. (2014). Research on Restrained Study Areas for Effective Activity-Based Travel Demand Forecasting. CICTP 2014: pp. 3267-3279. doi: 10.1061/9780784413623.314 conference paper
Buekers, J., Van Holderbeke, M., Bierkens, J. & Int Panis, L. (2014). Health and environment benefits related to electric vehicle introduction in EU countries. Transportation Research Part D: Transport and Environment, 33, pp. 26-38. doi: 10.1016/j.trd.2014.09.002 journal paper

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D'hulst, R., De Ridder, F., Claessens, B., Knapen, L. & Janssens, D. (2014). Decentralized coordinated charging of electric vehicles considering locational and temporal flexibility. International Transactions on Electrical Energy Systems. doi: 10.1002/etep.1983  journal paper

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González, J., Alvaro, R., Gamallo, C., Fuentes, M., Fraile-Ardanuy J., Knapen, L. & Janssens, D. (2014). Determining Electric Vehicle Charging Point Locations Considering Drivers' Daily Activities. Procedia Computer Science, 32, pp. 647-654. doi: 10.1016/j.procs.2014.05.472 proceeding paper

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Hartman, I., Keren, D., Dbai, A.-A., Cohen, E., Knapen, L., Yasar, A. & Janssens, D. (2014). Theory and Practice in Large Carpooling Problems. Procedia Computer Science, 32, pp. 339-347. doi: 10.1016/j.procs,2014.05.433 proceeding paper
Hövel, P., Simini, F., Song, C. & Barabási, A.-L. (2014). Computational Models of Mobility: A Perspective from Mobile Phone Data. In D. Offenhuber & C. Ratti (Eds.), Decoding the City: Urbanism is the Age of Big Date. De Gruyter, pp. 110-124. doi (chapter): 10.1515/9783038213925.110, doi (book): 10.1515/9783038213925 book chapter
Hussain, I., Knapen, L., Galland, S., Janssens, D., Bellemans, T., Yasar, A. & Wets, G. (2014). Organizational and Agent-based Automated Negotiation Model for Carpooling. Procedia Computer Science, 37, pp. 369-403. doi: 10.1016/j.procs.2014.08.059 proceeding paper

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Knapen, L., Bellemans, T., Janssens, D. & Wets, G. (2014). Canonic Route Splitting. Procedia Computer Science, 32, pp. 309-316. doi: 10.1016/j.procs.2015.05.429 proceeding paper
Knapen, L., Bellemans, T., Usman, M., Janssens, D. & Wets, G. (2014). Within day rescheduling microsimulation combined with macrosimulated traffic. Transportation Research Part C: Emerging Technologies, 45, pp. 99-18. doi: 10.1016/j.trc.2014.04.012 journal paper

 

2013

 

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Andrienko, G., Andrienko, N., Fuchs, G., Olteanu Raimond, A. M., Symanzik, J. & Ziemlicki, C. (2013). Extracting Semantics of Individual Places from Movement Data by Analyzing Temporal Patterns of Visits. Paper presented at the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL GIS 2013), 5 - 8 Nov 2013, Orlando, FL, US, 6p. conference paper

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Cho, S., Yasar, A., Knapen, L., Patil, B., Bellemans, T., Janssens, D. & Wets, G. (2013). Social Networks in Agent-Based Models for Carpooling. Proceedings of the 92nd TRB Annual Meeting Compendium of Papers DVD, Washington DC, US, 15p. proceeding paper
Chondrodima, E., Alexandridis, A. & Pelekis, N. (2013). WP2 @ DATASIM. Prediction in Activity-Travel Diaries using Neural Networks, Technical Report 001, DATASIM, 19p. technical report
Coscia, M., Rinzivillo, S., Giannotti, F. & Pedreschi, D. (in press). Spatial and Temporal Evaluation of Network-based Analysis of Human Mobility. Social Network Analysis and Mining. journal paper

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De Ridder, F., D'Hulst, R., Knapen, L. & Janssens, D. (2013). Applying an Activity based Model to Explore the Potential of Electrical Vehicles in the Smart Grid. Procedia Computer Science, 19, pp. 847-859 journal paper

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Fileto, R., Krüger, M., Pelekis, N., Theodoridis, Y. & Renso, C. (2013). Baquara: A Holistic Ontological Framework for Movement Analysis Using Linked Data. Conceptual Modeling. Lecture Notes in Computer Sciences, 8217, pp. 342-355. doi: 10.1007/978-3-642-41924-9_28 book chapter
Frentzos, E., Pelekis, N., Giatrakos, N. & Theodoridis, Y. (2013). Cost Models for Nearest Neighbor Query Processing over Existentially Uncertain Spatial Data. Advances in Spatial and Temporal Databases. Lecture Notes in Computer Sciences, 8098, pp. 391-409. doi: 10.1007/978-3-642-40235-7_23 book chapter
Fuchs, G., Andrienko, G., Andrienko, N. & Jankowski, P. (2013). Extracting Personal Behavioral Patterns from Geo-Referenced Tweets. Paper presented at the 16th AGILE Conference on Geographic Information Science, 14 - 17 May 2013, Leuven, Belgium, 5p. conference paper
Furletti, B., Cintia, P., Renso, C. & Spinsanti, L. (2013). Inferring human activities from GPS tracks. UrbComp'13 Proceedings of th 2nd ACM SIGKDD International Workshop on Urban Computing, article no. 5. doi: 10.1145/2505821.2505830 proceeding paper
Furletti, B., Gabrielli, L., Renso, C. & Rinzivillo, S. (2013). Analysis of GSM Calls Data for Understanding User Mobility Behavior. Paper presented at IEEE Big Data, Santa Clara, California, US, 6p. conference paper

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Galland, S., Gaud, N., Yasar, A., Knapen, L., Janssens, D. & Lamotte, O. (2013). Simulation Model of Carpooling with the Janus Multiagent Platform. Procedia Computer Science, 19, pp. 860-866. doi: 10.1016/j.procs.2013.06.115 journal paper
Galland, S., Yasar, A., Knapen, L., Gaud, N., Janssens, D., Lamotte, O., Wets, G. & Koukam, A. (submitted). Multi-agent simulation of individual mobility behavior in carpooling using the janus and JaSim platforms. Transportation Research Part C, 29p. journal paper
Gamallo, C., Alvaro, R., Fraile-Ardanuy, J. & Fuentes, M. (2013). Evaluation of the utilization of electric vehicles for building energy management in hotels. Paper presented at IEEE International Conference on New Concepts in Smart Cities, Gijon, Spain, pp. 1-6. doi: 10.1109/SmartMILE.2013.6708193 conference paper

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Hartman, I. (2013). Optimal assignment for carpooling. Internal research report, Caesarea Rothschild Institute, University of Haifa, Haifa, Israel. internal report
Hartman, I. (2013). A bound on the approximation of a maximum matching in a perturbed graph. Internal research report, Caesarea Rothschild Institute, University of Haifa, Haifa, Israel. internal report

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Kellaris, G., Pelekis, N. & Theodoridis, Y. (2013). Map-matched trajectory compression. Journal of Systems and Software, 86, 6, pp. 1566-1579. doi: 10.1016/j.jss.2013.01.071 journal paper
Knapen, L., Keren, D., Yasar, A., Cho, S., Bellemans, T., Janssens, D. & Wets, G. (2013). Estimating Scalability Issues While Finding an Optimal Assignment for Carpooling. Procedia Computer Science, 19, pp. 372-379. doi: 10.1016/j.procs.2013.06.051 proceeding paper
Knapen, L., Usman, M., Yasar, A., Bellemans, T., Janssens, D. & Wets, G. (2013). Framework to Evaluate Rescheduling Due to Unexpected Events in an Activity-Based Model. Proceedings of the TRB 92nd Annual Meeting Compendium of Papers, Washington DC, US, 21p. proceeding paper
Knapen, L., Yasar, A., Cho, S., Keren, D., Dbai, A., Bellemans, T., Janssens, D., Wets, G., Schuster, A., Sharman, I. & Bhaduri, K. (2013). Exploiting graph-theoretic tools for matching in carpooling applications. Journal of Ambient Intelligence and Humanized Computing, 17p. doi: 10.1007/s12652-013-0197-4 journal paper
Kopp, C., Kochan, B., May, M., Pappalardo, L., Rinzivillo, S., Schultz, D. & Simini, F. (2013). Evaluation of Spatio-Temporal Microsimulation Systems. In D. Janssens, A. Yasar & L. Knapen (Eds.). Data Science and Simulation in Transportaton Research. IGI Global, pp. 141-166. doi: 10.4018/978-1-4666-4920-0.ch008 book chapter
Krogh, B., Andersen, O., Lewis-Kelham, E., Pelekis, N., Theodoridis, Y. & Torp, K. (2013). Trajectory Based Traffic Analysis (Demo Paper), 4p. demo paper

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Pappalardo, L., Rinzivillo, S., Qu, Z., Pedreschi, D. & Giannotti, F. (2013). Understanding the patterns of car travel. The European Physical Journal Special Topics, 215, 1, pp. 61-73. doi: 10.1140/epjst/e2013-01715-5 journal paper
Pappalardo, L., Simini, F., Rinzivillo, S., Pedreschi, D. & Giannotti, F. (forthcoming). Comparing General Mobility and Mobility by Car. Proceedings of the Complex Systems Symposium (CompSysS) at BRICS-CCI & CBIC 2013 conference, Porto de Galinhas, Brazil, 4p. proceeding paper
Parent, C., Spaccapietra, S., Renso, C., Andrienko, G., Andrienko, N., Bogorny, V., Damiani, M.L., Gkoulalas-Divanis, A., Macedo, J., Pelekis, N., Theodoridis, Y. & Yan, Z. (2013). Semantic Trajectories Modeling and Analysis, ACM Computing Surveys, 45, 4, article no. 42. doi: 10.1145/2501654.2501656 journal paper
Pelekis, N., Ntrigkogias, C., Tampakis, P., Sideridis, S. & Theodoridis, Y. (2013). Hermoupolis: A Trajectory Generator for Simulating Generalized Mobility Patterns. Machine Learning and Knowledge Discovery in Databases. Lecture Notes in Computer Sciences, 8190, pp. 659-662. doi: 10.1007/978-3-642-40994-3_49 book chapter
Pennacchioli, D., Coscia, M., Rinzivillo, S., Pedreschi, D. & Giannotti, F. (2013). Explaining the PRoduct Range Effect in Purchase Data. Paper presented at IEEE Big Data, Santa Clara, California, US, 9p. conference paper

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Qiong, B., Kochan, B., Bellemans, T., Janssens, D. & Wets, G. (2013). Activity-Based Travel Demand Forecasting Using Micro-Simulation: Stochastic Error Investigation of FEATHERS Framework. In D. Janssens, A. Yasar & L. Knapen (Eds.). Data Science and Simulation in Transportaton Research. IGI Global, pp. 167-181. doi: 10.4018/978-1-4666-4920-0.ch009 book chapter
Qiong, B., Kochan, B., Bellemans, T., Janssens, D. & Wets, G. (2013). Investigating Micro-simulation Error in Activity-based Travel Demand Forecasting using Confidence Intervals. Proceedings of the 92nd TRB Annual Meeting Compendium of Papers DVD, Washington DC, US, 16p. proceeding paper

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Rinzivillo, S., de Lucca Siqueira, F., Gabrielli, L., Renso, C. & Bogorny, V. (2013). Where Have You Been Today? Annotating Trajectories with DayTag. Advances in Spatial and Temporal Databases. Lecture Notes in Computer Sciences, 8098, pp. 467-471. doi: 10.1007/978-3-642-40235-7_30 book chapter

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Simini, F., Maritan, A., Néda, Z. (2013). Human mobility in a continuum approach. PLoS ONE, 8, 3, e60069, 8p. doi: 10.1371/journal.pone.0060069 journal paper

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Wagner, R., de Macedo, J., Raffaetà, A., Renso, C., Roncato, A. & Trasarti, R. (2013). Mob-Warehouse: A semantic approach for mobility analysis with a Trajectory Data Warehouse. Paper presented at SecoGIS 2013 - International Workshop on Semantic Aspects of GIS, Joint to ER conference 2013, Hong Kong, China,10p. conference paper

 

2012

 

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Andrienko, N. & Andrienko, G. (2012). A visual framework for spatio-temporal analysis and modelling. Data Mining and Knowledge Discovery, 27, 1, 55-83. doi: 10.1007/s10618-012-0285-7 journal paper

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Bellemans, T., Bothe, S., Cho, S., Giannotti, F., Janssens, D., Knapen, L., Körner, C., May, M., Nanni, M., Pedreschi, D., Stange, H., Trasarti, R., Yasar, A. & Wets, G. (2012). An Agent-Based Model to Evaluate Carpooling at Large Manufacturing Plants. Procedia Computer Science, 10, 1221-1227. doi:10.1016/j.procs.2012.08.001 proceeding paper
Brilhante, I.R., Berlingerio, M., Trasarti, R., Renso, C., de Macedo, J.A. & Casanova, M.A. (2012). ComeTogether: Discovering Communities of Places in Mobility Data. In MDM'12 Proceedings of the 2012 IEEE 13th International Conference on Mobile Data Management (mdm 2012) (pp. 268-273). doi: 10.1109/MDM.2012.17  proceeding paper

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Cho, S., Yasar, A., Knapen, L., Bellemans, T., Janssens, D. & Wets, G. (2012). A Conceptual Design of an Agent-based Interaction Model for the Carpooling Application. Procedia Computer Science, 10, 801-807. doi:10.1016/j.procs.2012.06.103 proceeding paper
Coscia, M., Rinzivillo, S., Giannotti, F. & Pedreschi, D. (2012). Optimal Spatial Resolution for the Analysis of Human Mobility. In Advances in Social Networks Analysis and Mining (ASONAM), 2012 IEEE/ACM International Conference (pp. 248-252). doi: 10.1109/ASONAM.2012.50 proceeding paper

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Doulamis, A., Pelekis, N. & Theodoridis, Y. (2012). Easy Tracker: An Android application for capturing mobility behavior. In Proceedings of the 2nd workshop on Mobile Device Software Development and Web Development MDSD, organized in conjunction with the 16th Panhellenic Conference on Informatics PCI2012 (pp. 357-362). doi: 10.1109/PCi.2012.22 proceeding paper

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Fraile-Ardanuy, J., Martínez, S., Artaloytia, B., Ramírez, D., Fuentes, M. & Sánchez, C. (2012). Analysis of the impact of charging of Plug-in Hybrid and Electric Vehicles in Spain. International Conference on Renewable Energies and Power Quality ICREPQ2012 (6p.), Santiago de Compostela, Spain. ISBN: 978-84-615-6648-8 proceeding paper
Furletti, B., Gabrielli, L., Renso, C. & Rinzivillo, S. (2012). Identifying users profiles from mobile calls habits. In UrbComp'12 Proceedings of the ACM SIGKDD International Workshop on Urban Computing (pp. 17-24). doi: 10.1145/2346496.2346500 proceeding paper

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Gamallo, C. & Fraile-Ardanuy, J. (2012). Stochastic Aggregated Battery for Vehicle to Building Applications. IEEE International Energy Conference ENERGYCON, 2012 IEEE International (pp. 749-754). doi: 10.1109/EnergyCon.2012.6348250 proceeding paper
Giannotti, F., Pedreschi, D., Pentland, A., Lukowicz, P., Kossmann, D., Crowley, J. & Helbing, D. (2012). A planetary nervous system for social mining and collective awareness. The European Physical Journal Special Topics, 214, 1, 49-75. doi: 10.1140/epjst/e2012-01688-9 journal paper

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Janssens, D., Giannotti, F., Nanni, M., Pedreschi, D. & Rinzivillo S. (2012). Data Science for Simulating the Era of Electric Vehicles. Künstliche Intelligenz, 26, 3, 275-278. doi: 10.1007/s13218-012-0183-6 journal paper

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Keren, D., Yasar, A., Knapen, L., Cho, S., Bellemans, T., Janssens, D., Wets, G., Schuster, A., & Sharfman, I. (2012). Exploiting Graph-theoretic Tools for Matching and Partitioning of Agent-Population in an Agent-based Model for Traffic and Transportation Applications. Procedia Computer Science, 10, 833-839. doi:10.1016/j.procs.2012.06.108 proceeding paper
Knapen, L. (2012). Notes on collaboration carpooling model. IMOB internal report, IMOB, Diepenbeek, Belgium, June 2012 74p. internal report
Knapen, L., Bellemans, T., Cho, S. & Yasar, A. (2012). Within day rescheduling without detailed routing. IMOB internal report, IMOB, Diepenbeek, Belgium, June 2012, 58p. internal report
Knapen, L., Keren, D., Yasar, A., Cho, S., Bellemans, T., Janssens, D. & Wets, G. (2012). Analysis of the Co-routing Problem in Agent-Based Carpooling Simulation. Procedia Computer Science, 10, 821-826. doi:10.1016/j.procs.2012.06.106 proceeding paper
Knapen, L., Kochan, B., Bellemans, T., Janssens, D. & Wets, G. (2012). Using Activity-Based Modeling to Predict Spatial and Temporal Electrical Vehicle Power Demand in Flanders. Transportation Research Record, 2287, 146-154. doi: 10.3141/2287-18  proceeding paper
Kopanaki, D., Pelekis, N., Gkoulalas-Divanis, A., Vodas, M. & Theodoridis, Y. (2012). A Framework for Mobility Pattern Mining and Privacy-Aware Querying of Trajectory Data. In Proceedings of the 11th Hellenic Data Management Symposium HDMS'12, Chania, Greece. proceeding paper

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Lee, W., Cho, S., Bellemans, T., Janssens, D., Wets, G., Choi, K. & Joh C.-H. (2012). Seoul activity-based Model: An Application of FEATHERS Solutions to Seoul Metropolitan Area. Procedia Computer Science, 10, 840-845. doi: 10.1016/j.procs.2012.06.109 proceeding paper

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Pelekis, N., Gkoulalas-Divanis, A., Vodas, M., Plemenos, A., Kopanaki, D. & Theodoridis, Y. (2012). Private-HERMES: A Benchmark Framework for Privacy-Preserving Mobility Data Querying and Mining Methods. In Proceedings of the 15th International Conference on Extending Database Technology EDBT'12 (pp. 598-601). doi: 10.1145/2247596.2247675 proceeding paper
Perrakis, K., Cools, M., Karlis, D., Janssens, D., Kochan, B., Bellemans, T. & Wets, G. (2012). Quantifying input-uncertainty in Traffic Assignment Models. In 91st Annual Meeting of the Transportation Research Board (19p.), Washington, USA. proceeding paper

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Rinzivillo, S., Mainardi, S., Pezzoni, F., Coscia, M., Pedreschi, D. & Giannotti, F. (2012). Discovering the Geographical Borders of Human Mobility. Künstliche Intelligenz, 26, 3, 253-260. doi: 10.1007/s13218-012-0181-8 journal paper

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Sammour, G., Bellemans, T., Vanhoof, K., Janssens, D., Kochan, B. & Wets, G. (2012). The usefulness of the Sequence Alignment Methods in validating rule-based activity-based forecasting models. Transportation, 39, 4, 773-789. doi: 10.1007/s11116-012-9406-9 proceeding paper
Schulz, D., Bothe, S. & Körner, C. (2012). Human Mobility from GSM Data- A Valid Alternative to GPS? Presentation held at Nokia Mobile Data Challenge 2012 Workshop, June 18-19, Newcastle, UK (4p.). proceeding paper
Simini, F., González, M.C., Maritan, A. & Barabási, A.L. (2012). A universal modal for mobility and migration patterns. Nature, 484, 96-100. doi: 10.1038/nature10856 journal paper
Simini, F., Maritan, A. & Néda, Z. (2012). Continuum approach for a class of mobility models. arXiv:1206.4359v1 (5 p.). journal paper

 

2012

Click on the PDF icons to open the corresponding presentations.

DATA science for SIMulating the era of electric vehicles: general project presentation.
Prof. dr. Davy Janssens, IMOB-UHasselt
The following presentations were given at the 1st International Workshop on Agent-Based Mobility, Traffic and Transportation Models, Methodologies and Applications during ANT-2012 conference.
27-28 August 2012, Niagra Falls, Ontario, Canada
A Conceptual Design of an Agent-based Interaction Mode for the Carpooling Application
dr. Ansar-Ul-Haque Yasar, IMOB-UHasselt
Analysis of the Co-routing Problem in Agent-based Carpooling Simulation
Luk Knapen, IMOB-UHasselt
Exploiting Graph-theoretic Tools for Matching and Partitioning of Agent Population in an Agent-based Model for Traffic and Transportation Applications
Prof. dr. Daniel Keren, HU
Seoul activity-based model: An Application of Feathers Solutions to Seoul Metropolitan Area
Luk Knapen, IMOB-UHasselt
An Agent-Based Model to Evaluate Carpooling at Large Manufacturing Plants
dr. Ansar-Ul-Haque Yasar, IMOB-UHasselt
The following presentations were given at the workshop 'Mobility Data Mining: Advances and Applications', the second MODAP Industry Workshop.
22 June 2012, Istanbul, Turkey
Mobility Mining for Out-of-Home Advertising
dr. Michael May, Fraunhofer
Unveiling the complexity of human mobility by querying and mining massive trajectory data
dr. Chiara Renso, CNR
Visual Analytics of Mobility Data
dr. Gennady Andrienko, Fraunhofer
Mobility Data Mining for Road Traffic Simulation
Prof. dr. Davy Janssens, IMOB-UHasselt
The following presentations were given at the workshop 'Research on Data Mining and Complex Networks Meets Transportation Research: New Approach to Existing Challenges in Travel Behaviour Analysis' during the 91st annual meeting of the Transportation Research Board.
22 January 2012, Washington, USA
Existing challenges in travel behavior and modelling, seen from the perspective of large datasets: a take-off on the DATA SIM FP7 project
Prof. dr. Davy Janssens, IMOB-UHasselt
Unveiling the complexity of human mobility by querying and mining massive trajectory data
dr. Fosca Giannotti, CNR
Spatial Data Mining in Practice: Principles and Case Studies
dr. Michael May, Fraunhofer
A universal model for mobility and migration patterns
dr. Filippo Simini, BME

2012

Click on the PDF icons to open the corresponding documents.

DATA science for SIMulating the era of electric vehicles: factsheet
Edith Donders, IMOB-UHasselt
Succesvolle kick-off DATA SIM, p. 4
Small article in UHasselt newsletter (Dutch - 28 November 2011)
IMOB organiseert workshop in Niagra Falls, Canada, p. 19
Small article in UHasselt newsletter (Dutch - September 2012)
Is Vlaanderen klaar voor de grootschalige implementatie van elektrische auto's? p. 35
Article in UHasselt magazine (Dutch - December 2012)

 

2013

Zijn we klaar voor de elektrische auto? p. 21
Article in UHasselt magazine (Dutch - March 2013)