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Traffic Prediction Using Multivariate Nonparametric Regression
3 references·11 citing·41 second hop
Traffic Prediction Using Multivariate Nonparametric Regression (2003)Traffic Prediction Using Multivariate Non…Traffic Flow Forecasting: Comparison of Modeling Approaches (1997)Traffic Flow Forecasting: Com…Nonparametric Regression and Short‐Term Freeway Traffic Forecasting (1991)Nonparametric Regression and …Book Review: Time Series Analysis: Forecasting and Control (1977)Book Review: Time Series Anal…GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction (2019)GSTNet: Global Spatial-Tempor…Spatio-Temporal Wireless Traffic Prediction With Recurrent Neural Network (2018)Spatio-Temporal Wireless Traf…Short‐Term Traffic Speed Prediction for an Urban Corridor (2016)Short‐Term Traffic Speed Pred…Short-term traffic flow rate forecasting based on identifying similar traffic patterns (2015)Short-term traffic flow rate …Short-term traffic volume forecasting: A k-nearest neighbor approach enhanced by constrained linearly sewing principle component algorithm (2014)Short-term traffic volume for…New Bayesian combination method for short-term traffic flow forecasting (2014)New Bayesian combination meth…Utilizing Real-World Transportation Data for Accurate Traffic Prediction (2012)Utilizing Real-World Transpor…The retrieval of intra-day trend and its influence on traffic prediction (2012)The retrieval of intra-day tr…Short-term traffic speed forecasting hybrid model based on Chaos–Wavelet Analysis-Support Vector Machine theory (2012)Short-term traffic speed fore…Dynamic near-term traffic flow prediction: system-oriented approach based on past experiences (2012)Dynamic near-term traffic flo…Predictions of Freeway Traffic Speeds and Volumes Using Vector Autoregressive Models (2009)Predictions of Freeway Traffi…Dynamic prediction of traffic volume through Kalman filtering theory (1984)Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results (2003)Short-term traffic forecasting: Where we are and where we’re going (2014)Multistep speed prediction on traffic networks: A deep learning approach considering spatio-temporal dependencies (2019)Long-Term Traffic Prediction Based on LSTM Encoder-Decoder Architecture (2020)Sensing Data Supported Traffic Flow Prediction via Denoising Schemes and ANN: A Comparison (2020)Time Series Analysis Forecasting and Control (1971)Application of Subset Autoregressive Integrated Moving Average Model for Short-Term Freeway Traffic Volume Forecasting (1999)Driving with knowledge from the physical world (2011)Latent Space Model for Road Networks to Predict Time-Varying Traffic (2016)Short‐term traffic forecasting: Overview of objectives and methods (2004)Travel-Time Prediction With Support Vector Regression (2004)A hybrid short-term traffic flow forecasting method based on spectral analysis and statistical volatility model (2013)Urban traffic congestion estimation and prediction based on floating car trajectory data (2015)Comparison of parametric and nonparametric models for traffic flow forecasting (2002)A distributed spatial–temporal weighted model on MapReduce for short-term traffic flow forecasting (2015)Short-term traffic flow prediction with LSTM recurrent neural network (2017)Spatial-Temporal Graph Attention Networks: A Deep Learning Approach for Traffic Forecasting (2019)Forecasting with artificial neural networks: (1998)A spatiotemporal correlative k-nearest neighbor model for short-term traffic multistep forecasting (2015)GMAN: A Graph Multi-Attention Network for Traffic Prediction (2020)Machine Learning-based traffic prediction models for Intelligent Transportation Systems (2020)INTEGRATED APPROACH TO VEHICLE ROUTING AND CONGESTION PREDICTION FOR REAL-TIME DRIVER GUIDANCE (1993)A Bayesian Network Approach to Traffic Flow Forecasting (2006)Short-Term Traffic Flow Forecasting: An Experimental Comparison of Time-Series Analysis and Supervised Learning (2013)Adaptive Kalman filter approach for stochastic short-term traffic flow rate prediction and uncertainty quantification (2014)Introduction to Time Series and Forecasting (2002)Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning (2019)How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey (2020)Spatial temporal incidence dynamic graph neural networks for traffic flow forecasting (2020)A multivariate state space approach for urban traffic flow modeling and prediction (2003)Time series analysis forecasting and control (2009)A Hybrid Deep Learning Model With Attention-Based Conv-LSTM Networks for Short-Term Traffic Flow Prediction (2020)Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions (2008)Traffic Flow Prediction With Big Data: A Deep Learning Approach (2014)Taking the Human Out of the Loop: A Review of Bayesian Optimization (2015)Deep Transfer Learning for Intelligent Cellular Traffic Prediction Based on Cross-Domain Big Data (2019)Short-term traffic flow prediction based on optimized deep learning neural network: PSO-Bi-LSTM (2023)Distribution of the Estimators for Autoregressive Time Series With a Unit Root (1979)Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root (1981)Generalized autoregressive conditional heteroskedasticity (1986)
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References

  • 1977Book Review: Time Series Analysis: Forecasting and Control19,399 cited
  • 1997Traffic Flow Forecasting: Comparison of Modeling Approaches686 cited
  • 1991Nonparametric Regression and Short‐Term Freeway Traffic Forecasting526 cited

Cited by

  • 2009Predictions of Freeway Traffic Speeds and Volumes Using Vector Autoregressive Models363 cited
  • 2015Short-term traffic flow rate forecasting based on identifying similar traffic patterns294 cited
  • 2012Short-term traffic speed forecasting hybrid model based on Chaos–Wavelet Analysis-Support Vector Machine theory290 cited
  • 2012Utilizing Real-World Transportation Data for Accurate Traffic Prediction229 cited
  • 2012Dynamic near-term traffic flow prediction: system-oriented approach based on past experiences226 cited
  • 2018Spatio-Temporal Wireless Traffic Prediction With Recurrent Neural Network207 cited
  • 2014Short-term traffic volume forecasting: A k-nearest neighbor approach enhanced by constrained linearly sewing principle component algorithm191 cited
  • 2014New Bayesian combination method for short-term traffic flow forecasting190 cited
  • 2016Short‐Term Traffic Speed Prediction for an Urban Corridor186 cited
  • 2012The retrieval of intra-day trend and its influence on traffic prediction185 cited
  • 2019GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction

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184 cited