暂无分享,去创建一个
Fei-Yue Wang | Rui Fu | Li Li | Yilun Lin | Xingyuan Dai | Li Li | Feiyue Wang | Xingyuan Dai | Yilun Lin | Rui Fu
[1] Y. Kamarianakis,et al. Forecasting Traffic Flow Conditions in an Urban Network: Comparison of Multivariate and Univariate Approaches , 2003 .
[2] Jimmy Ba,et al. Adam: A Method for Stochastic Optimization , 2014, ICLR.
[3] Zhiheng Li,et al. A Comparison of Detrending Models and Multi-Regime Models for Traffic Flow Prediction , 2014, IEEE Intelligent Transportation Systems Magazine.
[4] A. R. Cook,et al. ANALYSIS OF FREEWAY TRAFFIC TIME-SERIES DATA BY USING BOX-JENKINS TECHNIQUES , 1979 .
[5] Billy M. Williams,et al. Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results , 2003, Journal of Transportation Engineering.
[6] Yin Wang,et al. The retrieval of intra-day trend and its influence on traffic prediction , 2012 .
[7] Martín Abadi,et al. TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems , 2016, ArXiv.
[8] Daniel B. Fambro,et al. Application of Subset Autoregressive Integrated Moving Average Model for Short-Term Freeway Traffic Volume Forecasting , 1999 .
[9] Tharam S. Dillon,et al. Neural-Network-Based Models for Short-Term Traffic Flow Forecasting Using a Hybrid Exponential Smoothing and Levenberg–Marquardt Algorithm , 2012, IEEE Transactions on Intelligent Transportation Systems.
[10] Yi Zhang,et al. Trend Modeling for Traffic Time Series Analysis: An Integrated Study , 2015, IEEE Transactions on Intelligent Transportation Systems.
[11] Wenhao Huang,et al. Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning , 2014, IEEE Transactions on Intelligent Transportation Systems.
[12] Roland Chrobok,et al. Different methods of traffic forecast based on real data , 2004, Eur. J. Oper. Res..
[13] Paul J. Werbos,et al. Backpropagation Through Time: What It Does and How to Do It , 1990, Proc. IEEE.
[14] Lee D. Han,et al. Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions , 2009, Expert Syst. Appl..
[15] Pawan Lingras,et al. Short-term traffic prediction on different types of roads with genetically designed regression and time delay neural network models , 2005 .
[16] Fei-Yue Wang,et al. Traffic Flow Prediction With Big Data: A Deep Learning Approach , 2015, IEEE Transactions on Intelligent Transportation Systems.
[17] Moshe Levin,et al. ON FORECASTING FREEWAY OCCUPANCIES AND VOLUMES (ABRIDGMENT) , 1980 .
[18] Gaël Varoquaux,et al. Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..
[19] J. Friedman. Greedy function approximation: A gradient boosting machine. , 2001 .
[20] Jürgen Schmidhuber,et al. Long Short-Term Memory , 1997, Neural Computation.
[21] Eleni I. Vlahogianni,et al. Optimized and meta-optimized neural networks for short-term traffic flow prediction: A genetic approach , 2005 .
[22] Guy Leshem,et al. Traffic Flow Prediction using Adaboost Algorithm with Random Forests as a Weak Learner , 2007 .
[23] Fei-Yue Wang,et al. Parallel Control and Management for Intelligent Transportation Systems: Concepts, Architectures, and Applications , 2010, IEEE Transactions on Intelligent Transportation Systems.
[24] Li Li,et al. Robust causal dependence mining in big data network and its application to traffic flow predictions , 2015 .
[25] Li Pan,et al. Predicting Short-Term Traffic Flow by Long Short-Term Memory Recurrent Neural Network , 2015, 2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity).
[26] Li Li,et al. Using LSTM and GRU neural network methods for traffic flow prediction , 2016, 2016 31st Youth Academic Annual Conference of Chinese Association of Automation (YAC).
[27] Gary A. Davis,et al. Nonparametric Regression and Short‐Term Freeway Traffic Forecasting , 1991 .
[28] Yi Zhang,et al. Simultaneously Prediction of Network Traffic Flow Based on PCA-SVR , 2007, ISNN.