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SHORT-TERM TRAFFIC FLOW PREDICTION: NEURAL NETWORK APPROACH
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SHORT-TERM TRAFFIC FLOW PREDICTION: NEURAL NETWORK APPROACH (1994)SHORT-TERM TRAFFIC FLOW PREDICTION: NEURA…INTEGRATED APPROACH TO VEHICLE ROUTING AND CONGESTION PREDICTION FOR REAL-TIME DRIVER GUIDANCE (1993)INTEGRATED APPROACH TO VEHICL…Nonparametric Regression and Short‐Term Freeway Traffic Forecasting (1991)Nonparametric Regression and …Dynamic prediction of traffic volume through Kalman filtering theory (1984)Dynamic prediction of traffic…GE-GAN: A novel deep learning framework for road traffic state estimation (2020)GE-GAN: A novel deep learning…An effective spatial-temporal attention based neural network for traffic flow prediction (2019)An effective spatial-temporal…Combining weather condition data to predict traffic flow: a GRU‐based deep learning approach (2018)Combining weather condition d…Short‐Term Traffic Speed Prediction for an Urban Corridor (2016)Short‐Term Traffic Speed Pred…A Short-term Traffic Flow Forecasting Method Based on the Hybrid PSO-SVR (2015)A Short-term Traffic Flow For…A Hidden Markov Model for short term prediction of traffic conditions on freeways (2014)A Hidden Markov Model for sho…Short Term Traffic Flow Prediction for a Non Urban Highway Using Artificial Neural Network (2013)Short Term Traffic Flow Predi…An Improved K-nearest Neighbor Model for Short-term Traffic Flow Prediction (2013)An Improved K-nearest Neighbo…Multivariate Short-Term Traffic Flow Forecasting Using Time-Series Analysis (2009)Multivariate Short-Term Traff…Bus Arrival Time Prediction Using Support Vector Machines (2006)Bus Arrival Time Prediction U…A Dynamic Bus‐Arrival Time Prediction Model Based on APC Data (2004)A Dynamic Bus‐Arrival Time Pr…Spectral Basis Neural Networks for Real-Time Travel Time Forecasting (1999)Spectral Basis Neural Network…Short-Term Freeway Traffic Volume Forecasting Using Radial Basis Function Neural Network (1998)Short-Term Freeway Traffic Vo…Short-term inter-urban traffic forecasts using neural networks (1997)Short-term inter-urban traffi…Combining kohonen maps with arima time series models to forecast traffic flow (1996)Online Learning Solutions for Freeway Travel Time Prediction (2008)On-Street and Off-Street Parking Availability Prediction Using Multivariate Spatiotemporal Models (2015)Urban traffic flow forecasting through statistical and neural network bagging ensemble hybrid modeling (2015)Forecasting with artificial neural networks: (1998)Short‐term traffic forecasting: Overview of objectives and methods (2004)Optimized and meta-optimized neural networks for short-term traffic flow prediction: A genetic approach (2005)Traffic Flow Prediction with Rainfall Impact Using a Deep Learning Method (2017)GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction (2019)Long-Term Traffic Prediction Based on LSTM Encoder-Decoder Architecture (2020)Support vector machine with adaptive parameters in financial time series forecasting (2003)Travel-Time Prediction With Support Vector Regression (2004)EasyTracker (2011)Prediction of Bus Travel Time Using Random Forests Based on Near Neighbors (2017)Comparison of parametric and nonparametric models for traffic flow forecasting (2002)A multivariate state space approach for urban traffic flow modeling and prediction (2003)Forecasting Traffic Flow Conditions in an Urban Network: Comparison of Multivariate and Univariate Approaches (2003)Short-term traffic flow rate forecasting based on identifying similar traffic patterns (2015)Multistep speed prediction on traffic networks: A deep learning approach considering spatio-temporal dependencies (2019)Traffic prediction using artificial intelligence: Review of recent advances and emerging opportunities (2022)Book Review: Time Series Analysis: Forecasting and Control (1977)Application of Subset Autoregressive Integrated Moving Average Model for Short-Term Freeway Traffic Volume Forecasting (1999)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)Forecasting, Structural Time Series Models and the Kalman Filter (1990)Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results (2003)Day-ahead traffic flow forecasting based on a deep belief network optimized by the multi-objective particle swarm algorithm (2019)Deep learning models for traffic flow prediction in autonomous vehicles: A review, solutions, and challenges (2019)Graph Neural Network for Traffic Forecasting: The Research Progress (2023)Traffic Flow Prediction With Big Data: A Deep Learning Approach (2014)Using LSTM and GRU neural network methods for traffic flow prediction (2016)LSTM network: a deep learning approach for short‐term traffic forecast (2017)AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting (2021)Big data analysis of the Internet of Things in the digital twins of smart city based on deep learning (2021)Urban traffic flow prediction techniques: A review (2022)Long short-term memory neural network for traffic speed prediction using remote microwave sensor data (2015)Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting (2017)Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network (2020)FASTGNN: A Topological Information Protected Federated Learning Approach for Traffic Speed Forecasting (2021)Should we use neural networks or statistical models for short-term motorway traffic forecasting? (1997)Traffic flow forecasting by seasonal SVR with chaotic simulated annealing algorithm (2011)Sequence to sequence learning with attention mechanism for short-term passenger flow prediction in large-scale metro system (2019)T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction (2019)
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References

  • 1984Dynamic prediction of traffic volume through Kalman filtering theory1,115 cited
  • 1991Nonparametric Regression and Short‐Term Freeway Traffic Forecasting526 cited
  • 1993INTEGRATED APPROACH TO VEHICLE ROUTING AND CONGESTION PREDICTION FOR REAL-TIME DRIVER GUIDANCE106 cited

Cited by

  • 2013An Improved K-nearest Neighbor Model for Short-term Traffic Flow Prediction326 cited
  • 2013Short Term Traffic Flow Prediction for a Non Urban Highway Using Artificial Neural Network293 cited
  • 2009Multivariate Short-Term Traffic Flow Forecasting Using Time-Series Analysis290 cited
  • 2019An effective spatial-temporal attention based neural network for traffic flow prediction288 cited
  • 2018Combining weather condition data to predict traffic flow: a GRU‐based deep learning approach287 cited
  • 1997Short-term inter-urban traffic forecasts using neural networks286 cited
  • 2006Bus Arrival Time Prediction Using Support Vector Machines273 cited
  • 1999Spectral Basis Neural Networks for Real-Time Travel Time Forecasting237 cited
  • 2014A Hidden Markov Model for short term prediction of traffic conditions on freeways224 cited
  • 2004A Dynamic Bus‐Arrival Time Prediction Model Based on APC Data219 cited
  • 2016Short‐Term Traffic Speed Prediction for an Urban Corridor

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186 cited
  • 2015A Short-term Traffic Flow Forecasting Method Based on the Hybrid PSO-SVR182 cited
  • 2020GE-GAN: A novel deep learning framework for road traffic state estimation177 cited
  • 1998Short-Term Freeway Traffic Volume Forecasting Using Radial Basis Function Neural Network176 cited