The influence of alternative data smoothing prediction techniques on the performance of a two-stage short-term urban travel time prediction framework

作者: Fangce Guo , Rajesh Krishnan , John Polak

DOI: 10.1080/15472450.2017.1283989

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摘要: ABSTRACTThis article investigates the impact of alternative data smoothing and traffic prediction methods on accuracy performance a two-stage short-term urban travel time framework. Using this framework, we test influence combination two different four using from substantially environments under both normal abnormal conditions. This constitutes most comprehensive empirical evaluation joint predictor choice to date. The results indicate that use improves regardless method used is true in during (incident) Moreover, general has much greater than specific method, independent specif...

参考文章(43)
Matthew Wiener, Andy Liaw, Classification and Regression by randomForest ,(2007)
Mohammed S Ahmed, Allen R Cook, ANALYSIS OF FREEWAY TRAFFIC TIME-SERIES DATA BY USING BOX-JENKINS TECHNIQUES Transportation Research Record. ,(1979)
Xuexiang Jin, Yi Zhang, Danya Yao, Simultaneously Prediction of Network Traffic Flow Based on PCA-SVR international symposium on neural networks. pp. 1022- 1031 ,(2007) , 10.1007/978-3-540-72393-6_121
C. Sivapragasam, Shie-Yui Liong, M. F. K. Pasha, Rainfall and runoff forecasting with SSA-SVM approach Journal of Hydroinformatics. ,vol. 3, pp. 141- 152 ,(2001) , 10.2166/HYDRO.2001.0014
James Franklin, The elements of statistical learning : data mining, inference,and prediction The Mathematical Intelligencer. ,vol. 27, pp. 83- 85 ,(2005) , 10.1007/BF02985802
J. L. Deng, Introduction to Grey system theory Journal of Grey System. ,vol. 1, pp. 1- 24 ,(1989) , 10.5555/90757.90758
Erdal Kayacan, Baris Ulutas, Okyay Kaynak, Grey system theory-based models in time series prediction Expert Systems With Applications. ,vol. 37, pp. 1784- 1789 ,(2010) , 10.1016/J.ESWA.2009.07.064
Byoungjo Yoon, Hyunho Chang, Potentialities of Data-Driven Nonparametric Regression in Urban Signalized Traffic Flow Forecasting Journal of Transportation Engineering-asce. ,vol. 140, pp. 04014027- ,(2014) , 10.1061/(ASCE)TE.1943-5436.0000662
Hao Chen, Hesham A. Rakha, Real-time travel time prediction using particle filtering with a non-explicit state-transition model Transportation Research Part C-emerging Technologies. ,vol. 43, pp. 112- 126 ,(2014) , 10.1016/J.TRC.2014.02.008
Yuanchang Xie, Yunlong Zhang, Zhirui Ye, Short-Term Traffic Volume Forecasting Using Kalman Filter with Discrete Wavelet Decomposition Computer-aided Civil and Infrastructure Engineering. ,vol. 22, pp. 326- 334 ,(2007) , 10.1111/J.1467-8667.2007.00489.X