Household automobile and motorcycle ownership analyzed with random parameters bivariate ordered probit model

Transportation Research Record

Volumn , Issue 2279, 2012, Pages 12-20

  Anastasopoulos, Panagiotis ^a   Karlaftis, Matthew ^c   Haddock, John ^a   Mannering, Fred ^b  

^a School of Civil Engineering   (United States)

^b PURDUE UNIVERSITY   (United States)

^c NATIONAL TECHNICAL UNIVERSITY OF ATHENS   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMOBILES; MOTORCYCLES;

AUTOMOBILE OWNERSHIP; BIVARIATE; BIVARIATE PROBIT; DATA POPULATION; METROPOLITAN AREA; MOTORCYCLE OWNERSHIPS; ORDERED PROBIT MODEL; PROBIT MODELS; RANDOM PARAMETERS; UNOBSERVED HETEROGENEITY;

POPULATION STATISTICS;

EID: 84869158765     PISSN: 03611981     EISSN: None     Source Type: Journal    
DOI: 10.3141/2279-02     Document Type: Article

References (51)

1. Manski, C., and L. Sherman. An Empirical Analysis of Household Choice Among Motor Vehicles. Transportation Research Part A, Vol. 14, No. 5/6, 1980, pp. 349-366. (Pubitemid 11454327)
2. Mannering, F. L., and K. Train. Recent Directions in Automobile Demand Modeling. Transportation Research Part B, Vol. 19, No. 4, 1985, pp. 265-274. (Pubitemid 15581828)
3. Mannering, F. An Econometric Analysis of Vehicle Use in Multivehicle Households. Transportation Research Part A, Vol. 17, No. 3, 1983, pp. 183-189. (Pubitemid 13577874)
4. Mannering, F. L., and C. Winston. A Dynamic Empirical Analysis of Household Vehicle Ownership and Utilization. Rand Journal of Economics, Vol. 16, No. 2, 1985, pp. 215-236.
5. Fenger, J. Urban Air Quality. Atmospheric Environment, Vol. 33, 1999, pp. 4877-4900. (Pubitemid 29488602)
6. Ortuzar, J. D., and L. G. Willumsen. Modeling Transport. John Wiley & Sons, Ltd., Chichester, United Kingdom, 2001.
7. Zhao, Y., and K. M. Kockelman. Household Vehicle Ownership by Vehicle Type: Application of a Multivariate Negative Binomial Model. Presented at 81st Annual Meeting of the Transportation Research Board, Washington D.C., 2002.
8. Chapman, L. Transport and Climate Change: A Review. Journal of Transport Geography, Vol. 15, No. 5, 2007, pp. 354-367. (Pubitemid 47209222)
9. Wu, G., T. Yamamoto, and R. Kitamura. Vehicle Ownership Model That Incorporates the Causal Structure Underlying Attitudes Toward Vehicle Ownership. In Transportation Research Record: Journal of the Transportation Research Board, No. 1676, TRB, National Research Council, Washington, D.C., 1999, pp. 61-67. (Pubitemid 30565112)
10. Potoglou, D., and P. S. Kanaroglou. Modeling Car Ownership in Urban Areas: A Case Study of Hamilton, Canada. Journal of Transport Geography, Vol. 16, 2008, pp. 42-54.
11. Potoglou, D., and Y. O. Susilo. Comparison of Vehicle-Ownership Models. In Transportation Research Record: Journal of the Transportation Research Board, No. 2076, Transportation Research Board of the National Academies, Washington, D.C., 2008, pp. 97-105.
12. Giuliano, G., and J. Dargay. Car Ownership, Travel and Land Use: A Comparison of the US and Great Britain. Transportation Research Part A, Vol. 40, No. 2, 2006, pp. 106-124.
13. Scott, D. M., and K. W. Axhausen. Household Mobility Tool Ownership: Modeling Interactions Between Cars and Season Tickets. Transportation: Planning, Policy, Research, Practice, Vol. 33, No. 4, 2006, pp. 311-328. (Pubitemid 43834687)
14. Van Acker, V., and F. Witlox. Car Ownership as a Mediating Variable in Car Travel Behavior Research Using a Structural Equation Modeling Approach to Identify Its Dual Relationship. Journal of Transport Geography, Vol. 1, No. 18, 2010, pp. 65-74.
15. Hensher, D., N. Smith, F. Milthorpe, and P. Barnard. Dimensions of Automobile Demand: A Longitudinal Study of Household Automobile Ownership and Use, Vol. 22 of Studies in Regional Science and Urban Economics. Amsterdam: North Holland, 1992.
16. Tuan, V. A., and T. Shimizu. Modeling of Household Motorcycle Ownership Behaviour in Hanoi City. Journal of the Eastern Asia Society for Transportation Studies, Vol. 6, 2005, pp. 1751-1765.
17. Wen, C.-H., Y.-C. Chiou, and W.-L. Huang. A Dynamic Analysis of Motorcycle Ownership and Usage: A Panel Data Modeling Approach. Accident Analysis and Prevention, forthcoming.
18. Chu, Y.-L. Automobile Ownership Analysis Using Ordered Probit Models. In Transportation Research Record: Journal of the Transportation Research Board, No. 1805, Transportation Research Board of the National Academies, Washington, D.C., 2002, pp. 60-67.
19. Clark, S. D. Estimating Local Car Ownership Models. Journal of Transport Geography, Vol. 15, No. 3, 2007, pp. 184-197.
20. Dissanayake, D., and T. Morikawa. Investigating Household Vehicle Ownership, Mode Choice and Trip Sharing Decisions Using a Combined Revealed Preference/Stated Preference Nested Logit Model: Case Study in Bangkok Metropolitan Region. Journal of Transport Geography, Vol. 18, No. 3, 2010, pp. 402-410.
21. Han, S. S. Managing Motorization in Sustainable Transport Planning: The Singapore Experience. Journal of Transport Geography, Vol. 18, No. 2, 2010, pp. 314-321.
22. Kim, H. S., and E. Kim. Effects of Public Transit on Automobile Ownership and Use in Households of the USA. Review of Urban Regional Development Studies, Vol. 16, No. 3, 2004, pp. 245-262.
23. Kockelman, K. A Model for Time-and Budget-Constrained Activity Demand Analysis. Transportation Research Part B, Vol. 35, No. 3, 2001, pp. 255-269.
24. Lam, W. H. K., and M.-L. Tam. Reliability of Territory-Wide Car Ownership Estimates in Hong Kong. Journal of Transport Geography, Vol. 10, No. 1, 2002, pp. 51-60. (Pubitemid 34196087)
25. Loukopoulos, P., T. Gärling, and B. Vilhelmson. Mapping the Potential Consequences of Car-Use Reduction in Urban Areas. Journal of Transport Geography, Vol. 13, No. 2, 2005, pp. 135-150. (Pubitemid 40426710)
26. Nutley, S. Monitoring Rural Travel Behaviour: A Longitudinal Study in Northern Ireland 1979-2001. Journal of Transport Geography, Vol. 13, No. 3, 2005, pp. 247-263. (Pubitemid 40829565)
27. de Palma, A., and D. Rochat. Mode Choices for Trips to Work in Geneva: An Empirical Analysis. Journal of Transport Geography, Vol. 8, No. 1, 2000, pp. 43-51. (Pubitemid 30150034)
28. Purvis, C. L. Using 1990 Census Public Use Microdata Sample to Estimate Demographic and Automobile Ownership Models. In Transportation Research Record 1443, TRB, National Research Council, Washington, D.C., 1994, pp. 21-29.
29. Ryan, J. M., and G. Han. Vehicle-Ownership Model Using Family Structure and Accessibility Application to Honolulu, Hawaii. In Transportation Research Record: Journal of the Transportation Research Board, No. 1676, TRB, National Research Council, Washington, D.C., 1999, pp. 1-10. (Pubitemid 30565119)
30. Train, K. Qualitative Choice Analysis: Theory, Econometrics and an Application to Automobile Demand. MIT Press, Cambridge, Mass., 1986.
31. Hess, D. B., and P. M. Ong. Traditional Neighborhoods and Automobile Ownership. In Transportation Research Record: Journal of the Transportation Research Board, No. 1805, Transportation Research Board of the National Academies, Washington, D.C., 2002, pp. 35-44.
32. Greene, W. H., and D. A. Hensher. Modeling Ordered Choices: A Primer, 1st ed. Cambridge University Press, Cambridge, United Kingdom, 2009.
33. Greene, W. H. Limdep, Version 9.0. Econometric Software, Inc., Plainview, N.Y., 2007.
34. Washington, S. P., M. G. Karlaftis, and F. L. Mannering. Statistical and Econometric Methods for Transportation Data Analysis, 2nd ed. Chapman & Hall/CRC, Boca Raton, Fla., 2011.
35. Revelt, D., and K. Train. Mixed Logit with Repeated Choices: Households' Choice of Appliance Efficiency Level. Review of Economics and Statistics, Vol. 80, No. 4, 1997, pp. 647-657. (Pubitemid 128344306)
36. Brownstone, D., and K. Train. Forecasting New Product Penetration with Flexible Substitution Patterns. Econometrica, Vol. 89, 1999, pp. 109-129. (Pubitemid 128416647)
37. McFadden, D., and K. Train. Mixed MNL Models for Discrete Response. Journal of Applied Econometrics, Vol. 15, 2000, pp. 447-470.
38. Eluru, N., C. R. Bhat, and D. A. Hensher. A Mixed Generalized Ordered Response Model for Examining Pedestrian and Bicyclist Injury Severity Level in Traffic Crashes. Accident Analysis and Prevention, Vol. 40, No. 3, 2007, pp. 1033-1054.
39. Anastasopoulos, P. C., and F. L. Mannering. A Note on Modeling Vehicle-Accident Frequencies with Random Parameter Count Models. Accident Analysis and Prevention, Vol. 41, No. 1, 2009, pp. 153-159.
40. Anastasopoulos, P. C., S. Labi, and B. G. McCullouch. Analyzing Duration and Prolongation of Performance-Based Contracts Using Hazard-Based Duration and Zero-Inflated Random Parameters Poisson Models. In Transportation Research Record: Journal of the Transportation Research Board, No. 2136, Transportation Research Board of the National Academies, Washington, D.C., 2009, pp. 11-19.
41. Christoforou, Z., S. Cohen, and M. G. Karlaftis. Vehicle Occupant Injury Severity on Highways: An Empirical Investigation. Accident Analysis and Prevention, Vol. 42, No. 6, 2010, pp. 1606-1620.
42. Anastasopoulos, P. C., S. Labi, M. G. Karlaftis, and F. L. Mannering. Exploratory State-Level Empirical Assessment of Pavement Performance. Journal of Infrastructure Systems, Vol. 17, No. 4, 2011, pp. 200-215.
43. Anastasopoulos, P. C., and F. L. Mannering. An Empirical Assessment of Fixed and Random Parameter Logit Models Using Crash-and Non-Crash-Specific Injury Data. Accident Analysis and Prevention, Vol. 43, No. 3, 2011, pp. 1140-1147.
44. Anastasopoulos, P. C. Infrastructure Asset Management: A Case Study on Pavement Rehabilitation. PhD dissertation. Purdue University, West Lafayette, Ind., 2009.
45. Anastasopoulos, P. C., F. L. Mannering, V. N. Shankar, and J. E. Haddock. A Study of Factors Affecting Highway Accident Rates Using the Random-Parameters Tobit Model. Accident Analysis and Prevention, Vol. 45, 2012, pp. 628-633.
46. Anastasopoulos, P. C., J. E. Haddock, M. G. Karlaftis, and F. L. Mannering. Analysis of Urban Travel Times: Hazard-Based Approach to Random Parameters. In Transportation Research Record: Journal of the Transportation Research Board, No. 2302, Transportation Research Board of the National Academies, Washington, D.C., 2012, pp. 121-129.
47. Anastasopoulos, P. C., F. L. Mannering, and J. E. Haddock. A Random Parameters Seemingly Unrelated Equations Approach to the Post-Rehabilitation Performance of Pavements. Journal of Infrastructure Systems, forthcoming.
48. Halton, J. On the Efficiency of Evaluating Certain Quasi-Random Sequences of Points in Evaluating Multi-Dimensional Integrals. Numerische Mathematik, Vol. 2, No. 1, 1960, pp. 84-90.
49. Bhat, C. Simulation Estimation of Mixed Discrete Choice Models Using Randomized and Scrambled Halton Sequences. Transportation Research Part B, Vol. 37, No. 1, 2003, pp. 837-855. (Pubitemid 36901454)
50. Train, K. Discrete Choice Methods with Simulation. Cambridge University Press, Cambridge, United Kingdom, 2003.
51. Perperidou, D. G. Development of Methodology for the Record and Analysis of Systematic Activities and Travels with Use of Geostatistical Methods: Contribution in the Estimation of the Exposure to Air Pollution. PhD dissertation. National Technical University of Athens, Athens, Greece, 2010.