Household travel attributes transferability analysis: Application of a hierarchical rule based approach

Transportation

Volumn 38, Issue 4, 2011, Pages 697-714

  Rashidi, Taha Hossein ^a   Mohammadian, Abolfazl ^a  

^a University of Illinois at Chicago   (United States)

Author keywords

Data transferability; Decision tree; Disaggregate data simulation; Household travel attributes

Indexed keywords

ACTIVITY-BASED; BUILT ENVIRONMENT; DATA SIMULATION; DATA TRANSFERABILITY; DISAGGREGATE DATA SIMULATION; EXPLANATORY VARIABLES; HOUSEHOLD TRAVEL; MICROSIMULATION; MODAL SPLIT; MODELING FRAMEWORKS; MODELING SYSTEMS; RESIDENTIAL LOCATIONS; RULE BASED; RULE-BASED APPROACH; RULE-BASED DECISION TREES; RULE-BASED MODELS; SOCIO-ECONOMICS; TRANSPORTATION MODE; TRAVEL DEMAND MODELING;

DECISION TREES; HIERARCHICAL SYSTEMS; MOTOR TRANSPORTATION; PLANT EXTRACTS;

COMPUTER SIMULATION;

COMMUTING; DECISION SUPPORT SYSTEM; HIERARCHICAL SYSTEM; HOUSEHOLD STRUCTURE; NUMERICAL MODEL; SOCIOECONOMIC STATUS; TRANSPORTATION MODE; TRAVEL BEHAVIOR; TRAVEL DEMAND;

EID: 79959217410     PISSN: 00494488     EISSN: 15729435     Source Type: Journal    
DOI: 10.1007/s11116-011-9339-8     Document Type: Article

References (29)

1. Auld, J. A., Mohammadian, A., Rashidi, T. H., Wies, K.: Evaluating transportation impacts of forecast demographic scenarios using population synthesis and data transferability. In: Proceedings of the 12th TRB National Transportation Planning Applications Conference, Houston, 18-22 May 2009.
2. Auld, J. A., Rashidi, T. H., Mohammadian, A.: Evaluating transportation impacts of forecast demographic scenarios using population synthesis and data transferability. In: Proceedings of the 89th Annual Meeting of the Transportation Research Board (DVD), Washington, D. C., 11-15 January 2010.
3. Axhausen, K., Gärling, T.: Activity-based approaches to travel analysis: conceptual frameworks, models, and research problems. Transp. Rev. 12(4), 323-341 (1992).
4. Biggs, D. B., de Ville, B., Suen, E.: A method of choosing multi-way partitions for classification and decision trees. J. Appl. Stat. 8, 49-62 (1991).
5. Boyce, D. E., Chon, K. S., Lee, Y. J., Lin, K. T., LeBlanc, L.: Implementation and computational issues for combined models of location destination, mode, and route choice. Environ. Plan. A 15(9), 1219-1230 (1983).
6. Breiman, L., Friedman, J. H., Olshen, R. A., Stone, C. J.: Classification and Regression Trees. Wadsworth, Belmont, CA (1984).
7. Chakravarti, I. M., Laha, R. G., Roy, J.: Handbook of Methods of Applied Statistics, vol. 1. Wiley, New York (1967).
8. Eadie, W. T., Drijard, D., James, F. E., Roos, M., Sadoulet, B.: Statistical Methods in Experimental Physics, pp. 269-271. North-Holland, Amsterdam (1971).
9. Federal Highway Administration (FHWA) (2005) National Household Travel Survey (NHTS), version 4 datasets, http://nhts. ornl. gov/download. shtml#2001, Cited March, 2011.
10. Federal Highway Administration (FHWA), Highway Statistics (2001) http://www. fhwa. dot. gov/ohim/hs01/vm1. htm, Cited March, 2011.
11. Federal Highway Administration (FHWA) (2004), NHTS 2001 User's Manual, Appendix O: Methods to Estimate Annual Miles Driven per Vehicle, NHTS 2001 Data CD.
12. Golob, T. F.: A simultaneous model of household activity participation and trip chain generation. Transp. Res. B 34, 355-376 (2000).
13. Goulias, K., Pendyala, R. M., Kitamura, R.: Practical method for the estimation of trip generation and trip chaining. Transp. Res. Rec. 1285, 47-56 (1990).
14. Greaves, S. P., Stopher, P. R.: Creating a simulated household travel/activity survey: rationale and feasibility analysis. Transp. Res. Rec. 1706, 82-91 (2000).
15. Kass, G. V.: An exploratory technique for investigating large quantities of categorical data. Appl. Stat. 29, 119-127 (1980).
16. Loh, W. Y., Shih, Y. S.: Split selection methods for classification trees. Stat Sin 7, 815-840 (1997).
17. Mahmassani, H. S., Sinha, K. C.: Bayesian updating of trip generation parameters. Transp. Eng. J. 107(TE5), 581-589 (1981).
18. McNally, M. G.: The four step model. In: Handbook of Transport Modeling, pp. 35-52. Pergamon Press, oxford: (2000).
19. Miller, E. J., Roorda, M., Carrasco, J. A.: A tour-based model of travel mode choice. Transportation 32, 399-422 (2005).
20. Mohammadian, A., Zhang, Y.: Investigating transferability of national household travel survey data. Transp. Res. Rec. 1993, 67-79 (2007).
21. Quinlan, J. R.: C4. 5: Programs for machine learning. Morgan Kaufmann Publishers, San Francisco (1993).
22. Rashidi, T. H., Mohammadian, A.: Household travel attributes transferability analysis: application of hierarchical rule based approach. In: Proceedings of the 89th Annual Meeting of the Transportation Research Board (CD-ROM), Paper Number: 10-1024 (2010).
23. Reuscher, T. R., Schmoyer, R. L., Hu, P. S.: Transferability of nationwide personal transportation survey data to regional and local scales. Transp. Res. Rec. 1817, 25-35 (2002).
24. Rose, G., Koppelman, F. S.: Transferability of disaggregate trip generation models. In: Proceedings of the 9th International Symposium of Transportation and Traffic Theory, pp. 471-491 (1984).
25. Safwat, K. N. A., Magnanti, T. L.: A combined trip generation, trip distribution, modal split, and trip assignment model. Transp. Sci. 22, 14-30 (1988).
26. Stopher, P. R., Greaves, S., Bullock, P.: Simulating household travel survey data: application to two urban areas. In: Proceedings of the 82th Annual Meeting of the Transportation Research Board, Washington DC (2003).
27. Wilmot, C. G.: Evidence on transferability of trip generation models. J. Transp. Eng. 09, 405-410 (1995).
28. Wilmot, C. G., Stopher, P. R.: Transferability of transportation planning data. Transp. Res. Rec. 1768, 36-43 (2001).
29. Zhang, Y., Mohammadian, A.: Bayesian updating of transferred household travel data. Transp. Res. Rec. 2049, 111-118 (2008).