메뉴 건너뛰기




Volumn 55, Issue 2, 2013, Pages 69-86

Forecasting multivariate road traffic flows using bayesian dynamic graphical models, splines and other traffic variables

Author keywords

Cubic splines; Dynamic linear model; Headway; Linear multiregression dynamic model; Occupancy; Speed; State space models

Indexed keywords


EID: 84879574761     PISSN: 13691473     EISSN: 1467842X     Source Type: Journal    
DOI: 10.1111/anzs.12026     Document Type: Article
Times cited : (9)

References (26)
  • 1
    • 4444266556 scopus 로고    scopus 로고
    • Short-term freeway traffic flow prediction using genetically-optimized time-delay-based neural networks
    • (Berkeley, CA: Institute of Transportation Studies, University of California, Berkeley).
    • Abdulhai, B., Porwal, H. & Recker, W. (1999). Short-term freeway traffic flow prediction using genetically-optimized time-delay-based neural networks. UCB, UCB-ITS-PWP-99-1 (Berkeley, CA: Institute of Transportation Studies, University of California, Berkeley).
    • (1999) UCB, UCB-ITS-PWP-99-1
    • Abdulhai, B.1    Porwal, H.2    Recker, W.3
  • 2
    • 0018729076 scopus 로고
    • Analysis of freeway traffic time-series data by using Box-Jenkins techniques
    • Ahmed, M.S. & Cook, A.R. (1979). Analysis of freeway traffic time-series data by using Box-Jenkins techniques. Transp. Res. Rec. 773, 47-49.
    • (1979) Transp. Res. Rec. , vol.773 , pp. 47-49
    • Ahmed, M.S.1    Cook, A.R.2
  • 3
    • 84874190610 scopus 로고    scopus 로고
    • Multivariate forecasting of road traffic flows in the presence of heteroscedasticity and measurement errors
    • Part 2.
    • Anacleto, O., Queen, C.M. & Albers, C.J. (2013). Multivariate forecasting of road traffic flows in the presence of heteroscedasticity and measurement errors. Appl. Stat. 62, 251-270, Part 2.
    • (2013) Appl. Stat. , vol.62 , pp. 251-270
    • Anacleto, O.1    Queen, C.M.2    Albers, C.J.3
  • 4
    • 0039425057 scopus 로고
    • Methuen's Monographs on Applied Probability and Statistics. London: John Wiley.
    • Ashton, W.D. (1966). Theory of Road Traffic Flow. Methuen's Monographs on Applied Probability and Statistics. London: John Wiley.
    • (1966) Theory of Road Traffic Flow
    • Ashton, W.D.1
  • 5
    • 70349495874 scopus 로고    scopus 로고
    • Predictions of freeway traffic speeds and volumes using vector autoregressive models
    • Chandra, S.R. & Al-Deek, H. (2009). Predictions of freeway traffic speeds and volumes using vector autoregressive models. J. Intell. Transport. Syst. 13, 53-72.
    • (2009) J. Intell. Transport. Syst. , vol.13 , pp. 53-72
    • Chandra, S.R.1    Al-Deek, H.2
  • 6
    • 0037336276 scopus 로고    scopus 로고
    • Traffic prediction using multivariate non-parametric regression
    • Clark, S. (2003). Traffic prediction using multivariate non-parametric regression. J. Transport. Eng. 129, 161-168.
    • (2003) J. Transport. Eng. , vol.129 , pp. 161-168
    • Clark, S.1
  • 7
    • 0000069123 scopus 로고
    • Neural network models for traffic control and congestion prediction
    • Gilmore, J.F. & Abe, N. (1995). Neural network models for traffic control and congestion prediction. J. Intell. Transport. Syst. 3, 231-252.
    • (1995) J. Intell. Transport. Syst. , vol.3 , pp. 231-252
    • Gilmore, J.F.1    Abe, N.2
  • 12
    • 12344314263 scopus 로고    scopus 로고
    • Space-time modeling of traffic flow
    • Kamarianakis, Y. & Prastacos, P. (2005). Space-time modeling of traffic flow. Comput. Geosci. 31, 119-133.
    • (2005) Comput. Geosci. , vol.31 , pp. 119-133
    • Kamarianakis, Y.1    Prastacos, P.2
  • 13
    • 0343274484 scopus 로고
    • On forecasting freeway occupancies and volumes
    • Levin, M. & Tsao, Y.D. (1980). On forecasting freeway occupancies and volumes. Transp. Res. Rec. 773, 47-49.
    • (1980) Transp. Res. Rec. , vol.773 , pp. 47-49
    • Levin, M.1    Tsao, Y.D.2
  • 14
    • 65349095530 scopus 로고    scopus 로고
    • A non-gaussian Kalman filter with application to the estimation of vehicular speed
    • Li, B. (2009). A non-gaussian Kalman filter with application to the estimation of vehicular speed. Technometrics 51, 162-172.
    • (2009) Technometrics , vol.51 , pp. 162-172
    • Li, B.1
  • 17
  • 18
    • 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. & Albers, C.J. (2007). Eliciting a directed acyclic graph for a multivariate time series of vehicle counts in a traffic network. Aust. N. Z. J. Stat. 49, 221-239.
    • (2007) Aust. N. Z. J. Stat. , vol.49 , pp. 221-239
    • Queen, C.M.1    Wright, B.J.2    Albers, C.J.3
  • 19
    • 41449099887 scopus 로고    scopus 로고
    • Forecast covariances in the linear multiregression dynamic model
    • Queen, C.M., Wright, B.J. & Albers, C.J. (2008). Forecast covariances in the linear multiregression dynamic model. J. Forecast. 27, 175-191.
    • (2008) J. Forecast. , vol.27 , pp. 175-191
    • Queen, C.M.1    Wright, B.J.2    Albers, C.J.3
  • 20
    • 66549102138 scopus 로고    scopus 로고
    • Intervention and causality: forecasting traffic flows using a dynamic Bayesian network
    • Queen, C.M. & Albers, C.J. (2009). Intervention and causality: forecasting traffic flows using a dynamic Bayesian network. J. Amer. Statist. Assoc. 104, 669-681.
    • (2009) J. Amer. Statist. Assoc. , vol.104 , pp. 669-681
    • Queen, C.M.1    Albers, C.J.2
  • 21
    • 0037954189 scopus 로고    scopus 로고
    • A multivariate state space approach for urban traffic flow modelling and prediction
    • Stathopoulos, A. & Karlaftis, G.M. (2003). A multivariate state space approach for urban traffic flow modelling and prediction. Transport. Res. Part C 11, 121-135.
    • (2003) Transport. Res. Part C , vol.11 , pp. 121-135
    • Stathopoulos, A.1    Karlaftis, G.M.2
  • 23
    • 0036154744 scopus 로고    scopus 로고
    • Statistical analyses of freeway traffic flows
    • Tebaldi, C., West, M. & Karr, A.K. (2002). Statistical analyses of freeway traffic flows. J. Forecast. 21, 39-68.
    • (2002) J. Forecast. , vol.21 , pp. 39-68
    • Tebaldi, C.1    West, M.2    Karr, A.K.3
  • 24
    • 4444369422 scopus 로고    scopus 로고
    • Short-term traffic forecasting: overview of objectives and methods
    • Vlahogianni, E.I., Golias, J.C. & Karlaftis, M.G. (2004). Short-term traffic forecasting: overview of objectives and methods. Transp. Rev. 24, 533-557.
    • (2004) Transp. Rev. , vol.24 , pp. 533-557
    • Vlahogianni, E.I.1    Golias, J.C.2    Karlaftis, M.G.3
  • 26
    • 0031092040 scopus 로고    scopus 로고
    • Tracking and predicting a network traffic process
    • Whittaker, J., Garside, S. & Lindveld, K. (1997). Tracking and predicting a network traffic process. Int. J. Forecasting 13, 51-61.
    • (1997) Int. J. Forecasting , vol.13 , pp. 51-61
    • Whittaker, J.1    Garside, S.2    Lindveld, K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.