Evaluation of alternative data imputation strategies: A case study of motor carrier safety

REFERENCES

• Blomberg, R. D., Peck, R. C., Moskowitz, H., Burns, M. and Fiorentino, D. (2009). "The Long Beach/Fort Lauderdale relative risk study." Journal of Safety Research, 40, 285–292.
   PubMed Web of Science ®Google Scholar
• Chen, G. X. (2008). "Impact of federal compliance reviews of trucking companies in reducing highway truck crashes.". Accident Analysis and Prevention, 40, 238–245.
   Web of Science ®Google Scholar
• Dempster, A.P., Laird, N.M. and Rubin, D.B. (1977). "Maximum Likelihood estimation from incomplete data via the EM algorithm (with discussion)." Journal of the Royal Statistical Society Series B, 39, 1–38.
   Google Scholar
• Federal Highway Administration (2005). Highway Statistics 2005, Table VM-1; and Federal Motor Carrier Safety Administration (FMCSA), Motor Carrier Management Information System (MCMIS).
   Google Scholar
• Gelfand, A. E. and Smith, A. F. M. (1990). "Sampling-based approaches to calculating marginal densities." Journal of American Statistical Association, 85, 972–985.
   Web of Science ®Google Scholar
• Geman, D. and Geman, S. (1984). "Stochastic relaxation, Gibbs distributions and the Bayesian reconstruction of images." IEEE Transactions on Pattern Analysis and Machine Intelligence, 6, 721–741.
   PubMed Web of Science ®Google Scholar
• Gilks, W. R., Richardson, S. and Spiegelhalter, D. J. (1996). Markov Chain Monte Carlo in Practice. Chapman and Hall, London.
   Google Scholar
• Government Accountability Office (2007). Motor CarrierSafety: The Federal Motor Carrier Safety Administration Has Developed a Reasonable Framework for Managing and Testing Its Comprehensive Safety Analysis 2010 Initiative. Report GAO-08-242R.
   Google Scholar
• Horton, N. J. and Lipsitz, S. R. (2001). "Multiple Imputation in Practice: Comparison of Software Packages for Regression Models With Missing Variables". The American Statistician, Aug. 2001, 55(3), pp. 244–254
   Web of Science ®Google Scholar
• Hulse, J.V. and T. M. Khoshgoftaar. (2008). "A compre-hensive empirical evaluation of missing value imputa-tion in noisy software measurement data." Journal of Systems and Software, Vol. 81, pp. 691–708.
   Web of Science ®Google Scholar
• John A. Volpe National Transportation Assessment Systems Center. (2003). SafeStat. Motor Carrier Safety Status Measurement System. Methodology: Version 8.5. Prepared for Federal Motor Carrier Safety Administration, U.S. Department of Transportation.
   Google Scholar
• Johnston, J. (2007). Comments of the Owner-Operator Independent Drivers Association. In Response to Notice of Proposed Rulemaking. Request for Comments. FMCSA Docket No: FMCSA–2001–11061.
   Google Scholar
• King, G., J. Honaker, Joseph, A. and Scheve, K. (1998). "Listwise Deletion is Evil: What to Do About Missing Data in Political Science." Unpublished manuscript, Harvard University (http://GKing.Harvard.Edu/preprints.shtml).
   Google Scholar
• Lantz, B. and J. Loftus (2005). "Development and imple-mentation of a driver safety history indicator into the roadside inspection selection system." Journal of Safety Research - Traffic Records Forum Proceedings, 36, 489–490.
   Google Scholar
• Lee, J. and Thakuriah, P. (2004). "Probabilistic Linkage of Commercial Motor Vehicle and Carrier Data." Journal of Transportation Research Forum, 43(2), 37–52.
   Google Scholar
• Little and Rubin (1987). Statistical Analysis with Missing Data. J. Wiley & Sons, New York.
   Google Scholar
• Morrow, P. C. and Crum, M. R. (2004). "Antecedents of fatigue, close calls and crashes among commercial motor-vehicle drivers." Journal of Safety Research, 35, 59–69.
   PubMed Web of Science ®Google Scholar
• Moses, L. N. and I. Savage (1994). "The Effect of Firm Characteristics on Truck Accidents." Accident Analysis and Prevention, 26(2), 173–179.
   PubMed Web of Science ®Google Scholar
• Newgard, C.D. and Haukoos, J.(2007). "Missing data in clinical research - part 2: multiple imputation." Academic Emergency Medicine, 14, 669–678.
   PubMed Web of Science ®Google Scholar
• U.S. Department of Transportation, Office of Motor Carriers (1998). Motor Carrier Management Information System (MCMIS) Census File Documentation. July.
   Google Scholar
• Rogers, P. N. and Janke, M. K. (1992). "Performance of visually impaired heavy-vehicle operators." Journal of Safety Research, 23, 159–170.
   Web of Science ®Google Scholar
• Rubin, D. B., Schafer, J. L. and Subramanian, R. (1998). "Multiple imputation of missing blood alcohol concentration (BAC) values in FARS." Rep. No. DOT HS 808 816. Springfield, VA: U.S. Department of Transportation.
   Google Scholar
• Rubin, D.B. (1976). "Inference and missing data." Biometrika 63, 581–592.
   Web of Science ®Google Scholar
• Rubin, D.B. (1987) Multiple Imputation for Nonresponse in Surveys. J. Wiley & Sons, New York.
   Google Scholar
• Rubin, D. B. (1996). "Multiple Imputation after 18 years." Journal of the American Statistical Association, 91, 473–489.
   Web of Science ®Google Scholar
• Schafer, J.L. (1997) Analysis of Incomplete Multivariate Data. Chapman & Hall, London.
   Google Scholar
• Schafer, J.L., Olsen, M.K. (1998). "Multiple imputation for multivariate missing-data problems: a data analyst's perspective." Multivariate Behavioral Research 33 (4), 545–571.
   PubMed Web of Science ®Google Scholar
• Schafer, J.L. (1999) "Multiple imputation: a primer." Statistical Methods in Medical Research, 8, 3–15.
   PubMed Web of Science ®Google Scholar
• Sherman, R. P. (2000). "Tests of Certain Types of Non-ignorable Nonresponse in Surveys Subject to Item Nonresponse or Attrition." American Journal of Political Science, 44(2), 362–374.
   Web of Science ®Google Scholar
• Tanner, M.A. and Wong, W.H. (1987) "The calcula-tion of posterior distributions by data augmentation (with discussion)." Journal of the American Statistical Association, 82, 528–550.
   Web of Science ®Google Scholar
• Thakuriah, P., Lee, J. Yanos, G. and Srinivasan, A. (2001). "Motor Carrier Safety: An Assessment of Enforcement Strategies." Transportation Research Record, 1779, 150–156.
   Google Scholar
• Thakuriah, P. (2002). "Data Quality Criteria for Evaluating Commercial Motor Carrier and Vehicle Databases." Proc. 2002 Transportation Research Board Annual Conference, Washington, DC.
   Google Scholar
• Whitridge, P. and Kovar, J. (1990) "Applications of Generalized Edit and Imputation System at Statistics Canada." Proc. 1990 Survey Research Methods Section, American Statistical Association.
   Google Scholar
• Zador, P. L., S.A. Krawchuk and R.B. Voas (2000). Relative Risk of Fatal and Crash Involvement by BAC, Age and Gender. NHTSA Final report DTNH22-97-P–05174.
   Google Scholar
• Zhu, M., Hardman, S. B. and Cook, L. J. (2005). "Backseat safety belt use and crash outcome." Journal of Safety Research — Traffic Records Forum Proceedings. 36, 505–507.
   Google Scholar