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Volumn 104, Issue 486, 2009, Pages 669-681

Intervention and causality: Forecasting traffic flows using a dynamic bayesian network

Author keywords

Dynamic linear model; Multiregression dynamic model; Multivariate time series

Indexed keywords


EID: 66549102138     PISSN: 01621459     EISSN: None     Source Type: Journal    
DOI: 10.1198/jasa.2009.0042     Document Type: Article
Times cited : (55)

References (40)
  • 1
    • 0001926010 scopus 로고    scopus 로고
    • Remarks Concerning Graphical Models for Time Series and Point Processes
    • Brillinger, D. R. (1996), "Remarks Concerning Graphical Models for Time Series and Point Processes," Revista de Econometria, 16, 1-23.
    • (1996) Revista de Econometria , vol.16 , pp. 1-23
    • Brillinger, D.R.1
  • 2
    • 0034354940 scopus 로고    scopus 로고
    • Graphical Interaction Models for Multivariate Tim Series
    • Dahlhaus, R. (2000), "Graphical Interaction Models for Multivariate Tim Series," Metrika, 51, 157-172.
    • (2000) Metrika , vol.51 , pp. 157-172
    • Dahlhaus, R.1
  • 3
    • 3843140273 scopus 로고    scopus 로고
    • Causality and Graphical Models for Time Series
    • eds. P. Green, N.Hjort, and S. Richardson, Oxford: Oxford University Press, pp
    • Dahlhaus, R., and Eichler, M. (2003), "Causality and Graphical Models for Time Series," in Highly Structured Stochastic Systems, eds. P. Green, N.Hjort, and S. Richardson, Oxford: Oxford University Press, pp. 115-137.
    • (2003) Highly Structured Stochastic Systems , pp. 115-137
    • Dahlhaus, R.1    Eichler, M.2
  • 4
    • 0002384709 scopus 로고
    • Conditional Independence in Statistical Theory (with discussion)
    • Dawid, A. P. (1979), "Conditional Independence in Statistical Theory" (with discussion), Journal of the Royal Statistical Society: Ser. B, 41, 1-31.
    • (1979) Journal of the Royal Statistical Society: Ser. B , vol.41 , pp. 1-31
    • Dawid, A.P.1
  • 6
    • 66549101316 scopus 로고    scopus 로고
    • Graphical Models and Sequential Decisions,
    • Technical Report 262, University College London, UK
    • Dawid, A. P., and Didelez, V. (2005), "Graphical Models and Sequential Decisions," Technical Report 262, University College London, UK.
    • (2005)
    • Dawid, A.P.1    Didelez, V.2
  • 7
    • 84981551209 scopus 로고    scopus 로고
    • Comments on Graphical Models for Stochastic Processes
    • eds. P. Green, N. Hjort, and S. Richardson, Oxford: Oxford University Press
    • Didelez, V. (2003), "Comments on Graphical Models for Stochastic Processes," in Highly Structured Stochastic Systems, eds. P. Green, N. Hjort, and S. Richardson, Oxford: Oxford University Press.
    • (2003) Highly Structured Stochastic Systems
    • Didelez, V.1
  • 9
    • 0348217846 scopus 로고    scopus 로고
    • Practical Building of Subjective Covariance Structures for Large Complicated Systems
    • Farrow, M. (2003), "Practical Building of Subjective Covariance Structures for Large Complicated Systems," The Statistician, 52, 553-573.
    • (2003) The Statistician , vol.52 , pp. 553-573
    • Farrow, M.1
  • 10
    • 0002473680 scopus 로고    scopus 로고
    • Developing a Bayes Linear Decision Support System for a Brewery
    • eds. S. French and J. Q. Smith, London: Arnold, pp
    • Farrow, M., Goldstein, M., and Spiropoulos, T. (1997), "Developing a Bayes Linear Decision Support System for a Brewery," in The Practice of Bayesian Analysis, eds. S. French and J. Q. Smith, London: Arnold, pp. 71-106.
    • (1997) The Practice of Bayesian Analysis , pp. 71-106
    • Farrow, M.1    Goldstein, M.2    Spiropoulos, T.3
  • 11
    • 33745650397 scopus 로고    scopus 로고
    • Dynamic Path Analysis-A New Approach to Analyzing Time-Dependent Covariates
    • Fosen, J., Ferkingstad, E., Borgan, ø., and Aalen, O. O., (2006), "Dynamic Path Analysis-A New Approach to Analyzing Time-Dependent Covariates," Lifetime Data Analysis, 12, 143-167.
    • (2006) Lifetime Data Analysis , vol.12 , pp. 143-167
    • Fosen, J.1    Ferkingstad, E.2    Borgan, ø.3    Aalen, O.O.4
  • 12
    • 0042547636 scopus 로고
    • Prediction Under the Influence: Bayes Linear Influence Diagrams for Prediction in a Large Brewery
    • Goldstein, M., Farrow, M., and Spiropoulos, T. (1993), "Prediction Under the Influence: Bayes Linear Influence Diagrams for Prediction in a Large Brewery," The Statistician, 42, 445-459.
    • (1993) The Statistician , vol.42 , pp. 445-459
    • Goldstein, M.1    Farrow, M.2    Spiropoulos, T.3
  • 13
    • 0347666341 scopus 로고    scopus 로고
    • Cross-related Structural Time Series Models
    • Guo, W., and Brown, M. B. (2001), "Cross-related Structural Time Series Models," Statistica Sinica, 11, 961-979.
    • (2001) Statistica Sinica , vol.11 , pp. 961-979
    • Guo, W.1    Brown, M.B.2
  • 17
    • 0005059765 scopus 로고
    • dHugin: A Computational System for Dynamic Timesliced Bayesian Networks
    • Kjærulff, U. (1995), "dHugin: A Computational System for Dynamic Timesliced Bayesian Networks," International Journal of Forecasting, 11, 89-111.
    • (1995) International Journal of Forecasting , vol.11 , pp. 89-111
    • Kjærulff, U.1
  • 18
    • 0001926461 scopus 로고    scopus 로고
    • Causal Inference from Graphical Models
    • eds. O. E. Barndorff-Nielsen, D. R. Cox, and C. Klüppelberg Chapter 2, London: CRC Press, pp
    • Lauritzen, S. L. (2000), "Causal Inference from Graphical Models," in Complex Stochastic Systems, eds. O. E. Barndorff-Nielsen, D. R. Cox, and C. Klüppelberg (Chapter 2), London: CRC Press, pp. 63-107.
    • (2000) Complex Stochastic Systems , pp. 63-107
    • Lauritzen, S.L.1
  • 21
    • 77956888769 scopus 로고
    • Causal Diagrams for Empirical Research (with discussion)
    • Pearl, J. (1995), "Causal Diagrams for Empirical Research" (with discussion), Biometrika, 82, 669-710.
    • (1995) Biometrika , vol.82 , pp. 669-710
    • Pearl, J.1
  • 22
    • 0004213845 scopus 로고    scopus 로고
    • New York: Cambridge University Press
    • - (2000), Causality. New York: Cambridge University Press.
    • (2000) Causality
    • Pearl, J.1
  • 23
    • 0040642644 scopus 로고
    • Using the Multiregression Dynamic Model to Forecast Brand Sales in a Competitive Product Market
    • Queen, C. M. (1994), "Using the Multiregression Dynamic Model to Forecast Brand Sales in a Competitive Product Market," The Statistician, 43, 87-98.
    • (1994) The Statistician , vol.43 , pp. 87-98
    • Queen, C.M.1
  • 24
    • 0042979166 scopus 로고    scopus 로고
    • Model Elicitation in Competitive Markets
    • eds. S. French and J. Q. Smith, London: Arnold, pp
    • - (1997), "Model Elicitation in Competitive Markets," in The Practice of Bayesian Analysis, eds. S. French and J. Q. Smith, London: Arnold, pp. 229-243.
    • (1997) The Practice of Bayesian Analysis , pp. 229-243
    • Queen, C.M.1
  • 27
    • 34548255338 scopus 로고    scopus 로고
    • Eliciting a Directed Acyclic Graph for a Multivariate Time Series of Vehicle Counts in a Traffic Network
    • Queen, C. M., Wright, B. J., and Albers, C. J. (2007), "Eliciting a Directed Acyclic Graph for a Multivariate Time Series of Vehicle Counts in a Traffic Network," Australian and New Zealand Journal of Statistics, 49, 221-239.
    • (2007) Australian and New Zealand Journal of Statistics , vol.49 , pp. 221-239
    • Queen, C.M.1    Wright, B.J.2    Albers, C.J.3
  • 29
    • 0022818911 scopus 로고
    • Evaluating Influence Diagrams
    • Shachter, R. D. (1986), "Evaluating Influence Diagrams," Operations Research, 34, 871-882.
    • (1986) Operations Research , vol.34 , pp. 871-882
    • Shachter, R.D.1
  • 30
    • 0024038570 scopus 로고
    • Probabilistic Inference and Influence Diagrams
    • - (1988), "Probabilistic Inference and Influence Diagrams," Operations Research, 36, 589-604.
    • (1988) Operations Research , vol.36 , pp. 589-604
    • Shachter, R.D.1
  • 31
    • 34250343728 scopus 로고    scopus 로고
    • A Causal Algebra for Dynamic Flow Networks
    • Berlin: Springer-Verlag, pp
    • Smith, J. Q., and Figueroa, L. J. (2007),"A Causal Algebra for Dynamic Flow Networks," in Advances in Probabilistic Graphical Models, Berlin: Springer-Verlag, pp. 39-54.
    • (2007) Advances in Probabilistic Graphical Models , pp. 39-54
    • Smith, J.Q.1    Figueroa, L.J.2
  • 33
    • 0037954189 scopus 로고    scopus 로고
    • A Multivariate State Space Approach for Urban Traffic Flow Modeling and Prediction
    • Stathopoulos, A., and Karlaftis, G. M. (2003), "A Multivariate State Space Approach for Urban Traffic Flow Modeling and Prediction," Transportation Research Part C, 11, 121-135.
    • (2003) Transportation Research Part C , vol.11 , pp. 121-135
    • Stathopoulos, A.1    Karlaftis, G.M.2
  • 35
    • 0036154744 scopus 로고    scopus 로고
    • Statistical Analyses of Freeway Traffic Flows
    • Tebaldi, C.,West, M., and Karr, A. K. (2002), "Statistical Analyses of Freeway Traffic Flows," Journal of Forecasting, 21, 39-68.
    • (2002) Journal of Forecasting , vol.21 , pp. 39-68
    • Tebaldi, C.1    West, M.2    Karr, A.K.3
  • 39
    • 4444352709 scopus 로고    scopus 로고
    • Modelling a Traffic Network with Missing Data
    • Whitlock, M. E., and Queen, C. M. (2000), "Modelling a Traffic Network with Missing Data," Journal of Forecasting, 19, 561-574.
    • (2000) Journal of Forecasting , vol.19 , pp. 561-574
    • Whitlock, M.E.1    Queen, C.M.2


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