Modeling bus dwell time with decision tree-based methods

Transportation Research Record

Volumn 2418, Issue , 2014, Pages 74-83

  Rashidi, Soroush ^a   Ranjitkar, Prakash ^a   Hadas, Yuval ^a  

^a UNIVERSITY OF AUCKLAND   (New Zealand)

Author keywords

[No Author keywords available]

Indexed keywords

BUS TRANSPORTATION; DECISION TREES; LINEAR REGRESSION; TRAVEL TIME;

ACCURATE ESTIMATION; ACCURATE MODELING; DWELL TIME; EFFICIENCY AND RELIABILITY; MULTICOLLINEARITY; MULTIPLE LINEAR REGRESSION METHOD; MULTIPLE LINEAR REGRESSIONS; REAL APPLICATIONS; TRAVEL-TIME; TREE-BASED METHODS;

BUSES;

EID: 84938409668     PISSN: 03611981     EISSN: 21694052     Source Type: Journal    
DOI: 10.3141/2418-09     Document Type: Article

References (21)

1. Levinson, H. S. Analyzing Transit Travel Time Performance. In Transportation Research Record 915, TRB, National Research Council, Washington, D. C., 1983, pp. 1-6.
2. Highway Capacity Manual 1965. Transportation Research Board of the National Academies, Washington, D. C., 1965.
3. Mazloumi, E., G. Currie, and G. Rose. Using GPS Data to Gain Insight into Public Transport Travel Time Variability. Journal of Transportation Engineering. Vol. 136, 2010, pp. 62-631.
4. Janos, M., and P. G. Furth. Bus Priority with Highly Interruptible Traffic Signal Control: Simulation of San Juan's Avenida Ponce de Leon. In Transportation Research Record: Journal of the Transportation Research Board, No. 1811, Transportation Research Board of the National Academies, Washington. D. C., 2002, pp. 157-165.
5. Bates, J., J. Polak, P. Jones, and A. Cook. The Valuation of Reliability for Personal Travel. Transportation Research Part E: Logistics and Transportation Review, Vol. 37, 2001, pp. 191-229.
6. Rashidi, S., and P. Ranjitkar. Time Series and Distribution Analysis of Bus Dwell Time Using AVL Data. Journal of Eastern Asia Society for Transportation Studies, Vol. 9, 2013.
7. Rajbhandari, R., S. I. Chien, and J. R. Daniel. Estimation of Bus Dwell Times with Automatic Passenger Counter Information. In Transportation Research Record: Journal of the Transportation Research Board, No. 1841, Transportation Research Board of the National Academies, Washington, D. C., 2003, pp. 120-127.
8. Dueker, K. J., T. J. Kimpel, J. G. Strathman, and S. C. Trimet. Determinants of Bus Dwell Time. Journal of Public Transportation. Vol. 7, 2004, pp. 21-40.
9. Yan, X., S. Richards, and X. Su. Using Hierarchical Tree-Based Regression Model to Predict Train-Vehicle Crashes at Passive Highway-Rail Grade Crossings. Accident Analysis and Prevention, Vol. 42, 2010, pp. 64-74.
10. Abdel-Aty, M., J. Keller, and P. A. Brady. Analysis of Types of Crashes at Signalized Intersections by Using Complete Crash Data and Tree-Based Regression. In Transportation Research Record: Journal of the Transportation Research Board, No. 1908, Transportation Research Board of fhe National Academies, Washington, D. C., 2005, pp. 37-45.
11. Rashidi, S., P. Ranjitkar, A. Balemi, and Y. Hadas. Modeling and Estimation of Bus Dwell Time Using Methods Based on Artificial Intelligence. Presented at 92nd Annual Meedng of me Transportadon Research Board, Washington, D. C., 2013.
12. Neter, J., M. H. Kutner, C. J. Nachtsheim, and W. Wasserman. Applied Linear Statistical Models. 4th ed. McGraw-Hill, Boston, Mass., 1996.
13. Chatterjee, S., and A. S. Hadi. Regression Analysis by Example. John Wiley & Sons, Inc., Hoboken, N. J., 2006.
14. Craney, T. A., and J. G. Surles. Model-Dependent Variance Inflation Factor Cutoff Values. Quality Engineering, Vol. 14, 2002, pp. 391-403.
15. Breiman, L., J. Friedman, R. A. Olshen, and C. J. Stone. Classification and Regression Trees. Wadsworth, Belmont, Calif., 1984.
16. Sherrod, P. H. Classification and Regression Trees and Support Vector Machines for Predictive Modeling and Forecasting. http://www.dtreg.com/DTREG.pdf. Accessed May 12, 2013.
17. Kass, G. V. An Exploratory Technique for Investigating Large Quantises of Categorical Data. Applied Statistics, Vol. 29, 1980. pp. 119-127.
18. Doyle, P. The Use of Automatic Interaction Detector and Similar Search Procedures. Journal of the Operational Research Society Vol. 24, 1973, pp. 465-167.
19. Ritschard, G. CHAID and Earlier Supervised Tree Methods. Institute for Demographic and Life Course Science, University of Geneva, 2010.
20. Stanski, H. R., L. J. Wilson, and W. R. Burrows. Survey of Common Verification Methods in Meteorology. WMO World Weather Watch Technical Report No. 8, Ontario, Canada, 1989.
21. Green, S. B. How Many Subjects Does It Take to Do a Regression Analysis?. Multivariate Behavioral Research, Vol. 26, 1991, pp. 499-510.