A learning-based transportation oriented simulation system

Transportation Research Part B: Methodological

Volumn 38, Issue 7, 2004, Pages 613-633

  Arentze, Theo A ^a   Timmermans, Harry J P ^a  

^a EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Activity based modeling; Computational process modeling; Decision tree induction; Reinforcement learning

Indexed keywords

COMPUTATIONAL METHODS; CONSTRAINT THEORY; DECISION MAKING; HEURISTIC METHODS; LEARNING SYSTEMS;

DECISION TREE INDUCTION; LEARNING-BASED TRANSPORTATION;

TRANSPORTATION;

HEURISTICS; SIMULATION; TRAVEL BEHAVIOR;

EID: 2542438040     PISSN: 01912615     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.trb.2002.10.001     Document Type: Article

References (29)

1. Anderson J.R. The Architecture of Cognition 1983 Harvard University Press London
2. Arentze T. Hofman F. van Mourik H. Timmermans H. Wets G. Using decision tree induction systems for modeling space-time behavior Geographical Analysis 32 2000 330-350
3. Arentze, T.A., Hofman, F., Timmermans, H.J.P., 1999. System for the logical verification and inference of activity (SYLVIA) diaries. Transportation Research Record 1660, 156-163
4. Bhat, C.R., 1999. A comprehensive and operational analysis framework for generating the daily activity travel profiles of workers. Paper presented at the 78th Annual Meeting of the Transportation Research Board, Washington, DC, January 10-14
5. Bhat, C.R., Koppelman, F.S., 2000. Activity based travel demand analysis: History, results and future directions. Paper presented at the 79th Annual TRB Meeting, January 2000, Washington DC, US
6. Breiman, L., Friedman, J.H., Olshen, R.A., Stone, C.J., 1984. Classification and Regression Trees. Wadsworth, Belmont (CA)
7. Doherty, S.T., 2000. An activity scheduling process approach to understanding travel behavior. Paper presented at the 79th Annual TRB Meeting, January 2000, Washington DC, US
8. Doherty, S.T., 2001. Classifying activities by scheduling time horizon using machine learning algorithms. Paper presented at the 80th Annual Meeting of the Transportation Research Board, January 2001, Washington DC, US
9. Ettema D.F. Borgers A.W.J. Timmermans H.J.P. A simulation model of activity scheduling behavior Transportation Research Record 1413 1993 1-11
10. Gärling T. Determinants of everyday time allocation Scandinavian Journal of Psychology 33 1992 160-169
11. Gärling T. The importance of routines for the performance of everyday activities Scandinavian Journal of Psychology 33 1992 160-169
12. Gärling T. Behavioural assumptions overlooked in travel-choice modelling Ortuzar J. Jara-Diaz S. Hensher D. Transport Modeling 1998 1-18 Pergamon Oxford
13. Gärling, T., Brännäs, K., Garvill, J., Golledge, R., Gopal, S., Holm, E., Lindberg, E., 1989. Household activity scheduling, In: Transport Policy, Management and Technology Towards 2001, Vol. IX, Contemporary Developments in Transport Modeling, WCTR, Yokohama, pp. 235-248
14. Gärling T. Gillholm R. Montgomery W. The role of anticipated time pressure in activity scheduling Transportation 26 1999 173-192
15. Gärling T. Gillholm R. Romanus J. Selart M. Interdependent activity and travel choices: Behavioural principles of integration of choice outcomes Ettema D.F. Timmermans H.J.P. Activity-based Approaches to Activity Analysis 1997 135-150 Pergamon Press Oxford
16. Gärling T. Kalén T. Romanus J. Selart M. Computer simulation of household activity scheduling Environment and Planning A 30 1998 665-679
17. Gärling T. Kwan M.-P. Golledge R.G. Computational-process modeling of household travel activity scheduling Transportation Research B 25 1994 355-364
18. Golledge R.G. Kwan M.-P. Gärling T. Computational process model of household travel decisions using a geographic information system Papers in Regional Science 73 1994 99-118
19. Kass G.V. An exploratory technique for investigating large quantities of categorical data Applied Statistics 29 1980 119-127
20. Kitamura R. Fujii S. Two computational process models of activity-travel behavior Gärling T. Laitila T. Westin K. Theoretical Foundations of Travel Choice Modeling 1998 251-280 Elsevier Amsterdam, The Netherlands
21. Koppelman S. Wilmot C.G. Transferrability analysis of disaggregate choice models Transportation Research Record 895 1982 18-24
22. Kwan M.-P. GISICAS: an activity-based travel decision support system using a GIS-interfaced computational process model Ettema D.F. Timmermans H.J.P. Activity-based Approaches to Activity Analysis 1997 263-282 Pergamon Press Oxford
23. Quinlan J.R. C4.5 Programs for Machine Learning 1993 Morgan Kaufmann Publishers San Mateo (CA)
24. Recker W.W. McNally M.G. Root G.S. A model of complex travel behavior: Part 1: Theoretical development Transportation Research A 20 1986 307-318
25. Recker W.W. McNally M.G. Root G.S. A model of complex travel behavior: Part 2: An operational model Transportation Research A 20 1986 319-330
26. Safavian S.R. Landgrebe D. A survey of decision tree classifier methodology IEEE Transactions on Systems Man and Cybernetics 21 1991 660-674
27. Sutton R.S. Barton A.G. Reinforcement Learning: An Introduction 1998 MIT Press London
28. Vause M. A rule-based model of activity scheduling behavior Ettema D.F. Timmermans H.J.P. Activity-based Approaches to Activity Analysis 1997 73-88 Pergamon Press Oxford
29. Wets G. Vanhoof K. Arentze T. Timmermans H. Identifying decision structures underlying activity patterns: An exploration of data mining algorithms Transportation Research Record 1718 2000 1-9