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Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions

Expert Systems with Applications · 2008 · Vol. 36(3) · pp. 6164–6173
Manoel Castro-NetoYoung‐Seon JeongMyong K. JeongLee D. Han
Traffic Prediction and Management TechniquesTransportation Planning and OptimizationTraffic control and managementComputer scienceExponential smoothingTraffic flow (computer networking)Support vector machineTerm (time)Context (archaeology)Intelligent transportation systemData miningArtificial neural networkGaussian

Funding

  • National Science Foundation
  • Federal Highway Administration
Citations
817
FWCI
19.87
field-weighted impact
References
59
Percentile
99%
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Citations per year
References
SHORT-TERM TRAFFIC FLOW PREDICTION: NEURAL NETWORK APPROACH
Transportation Research Record Journal of the Transportation Research Board · 1994 · 311 citations
ANALYSIS OF FREEWAY TRAFFIC TIME-SERIES DATA BY USING BOX-JENKINS TECHNIQUES
Transportation Research Record Journal of the Transportation Research Board · 1979 · 759 citations
Urban Freeway Traffic Flow Prediction: Application of Seasonal Autoregressive Integrated Moving Average and Exponential Smoothing Models
Transportation Research Record Journal of the Transportation Research Board · 1998 · 502 citations
Travel-Time Prediction With Support Vector Regression
IEEE Transactions on Intelligent Transportation Systems · 2004 · 1,404 citations
Application of Subset Autoregressive Integrated Moving Average Model for Short-Term Freeway Traffic Volume Forecasting
Transportation Research Record Journal of the Transportation Research Board · 1999 · 540 citations
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