Using Non-Parametric Tests to Evaluate Traffic Forecasting Performance.

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Clark, S.D.; Grant-Muller, S.M.; Chen, H.;
  • Publisher: Bureau of Transportation Statistics

This paper proposes the use of a number of nonparametric comparison methods for evaluating traffic flow forecasting techniques. The advantage to these methods is that they are free of any distributional assumptions and can be legitimately used on small datasets. To demo... View more
  • References (15)
    15 references, page 1 of 2

    Algers, S., E. Bernauer, M. Boero, L. Breheret, C. Di-Taranto, M. Dougherty, K. Fox, and J. Gabard. 1997. Review of Microsimulation Models, SMARTEST Project Deliverable D3. European Commission.

    Bishop, C.M. 1995. Neural Networks for Pattern Recognition. Oxford, United Kingdom: Clarendon Press.

    Box, G.E.P. and Jenkins. 1976. Time Series Analysis, Forecasting and Control. San Francisco, CA: Holden-Day.

    Clark, S.D., H.C. Chen, and S.M. Grant-Muller. 1999. Artificial Neural Network and Statistical Modeling of Traffic Flows—The Best of Both Worlds. World Transport Research, Proceedings of the 8th World Conference on Transport Research, vol. 2. Edited by H. Meersman, E. Van de Voorde, and W. Winkelmans. Oxford, United Kingdom: Elsevier Science, Ltd.

    Dadkhah, K.M. and F. Zahedi. 1986. A Nonparametric Approach to Model Evaluation. Journal of the Operational Research Society 37(7):696–704.

    Dougherty, M.S. 1996. Investigation of Network Performance Prediction: Literature Review, Technical Note 394.

    Hoel, P.G. 1984. Introduction to Mathematical Statistics, 5th ed. New York, NY: Wiley and Sons.

    Gujarati, D.N. 1995. Basic Econometrics, 3rd ed. New York, NY: McGraw-Hill.

    Maddala, G.S. 1992. Introduction to Econometrics, 2nd ed. Englewood Cliffs, NJ: Prentice Hall.

    Maxwell, H.A. and I. Beck. 1996. Traffic Control on the English Motorway Network, Proceedings of the Eighth International Conference on Road Traffic Monitoring and Control, Conference Publication No. 422, Apr. 23–25 1996, 136–44.

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