Sequence-to-Sequence Recurrent Graph Convolutional Networks for Traffic Estimation and Prediction Using Connected Probe Vehicle Data

Using Vision Transformers for Spatial-Context-Aware Rain and Road Surface Condition Detection on Freeways

(2022) Amr Abdelraouf et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Predicting cycle-level traffic movements at signalized intersections using machine learning models

(2021) Nada Mahmoud et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Two-Stream Multi-Channel Convolutional Neural Network for Multi-Lane Traffic Speed Prediction Considering Traffic Volume Impact

(2020) Ruimin Ke et al.   TRANSPORTATION RESEARCH RECORD

Forecasting road traffic speeds by considering area-wide spatio-temporal dependencies based on a graph convolutional neural network (GCN)

(2020) Byeonghyeop Yu et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction

(2019) Ling Zhao et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

An Improved Fuzzy Neural Network for Traffic Speed Prediction Considering Periodic Characteristic

(2017) Jinjun Tang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

LSTM network: a deep learning approach for short-term traffic forecast

(2017) Zheng Zhao et al.   IET Intelligent Transport Systems

Probe data-driven travel time forecasting for urban expressways by matching similar spatiotemporal traffic patterns

(2017) Zhihao Zhang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Deep learning for short-term traffic flow prediction

(2017) Nicholas G. Polson et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

A Bayesian mixture model for short-term average link travel time estimation using large-scale limited information trip-based data

(2016) Xianyuan Zhan et al.   AUTOMATION IN CONSTRUCTION

Short-term traffic flow prediction with linear conditional Gaussian Bayesian network

(2016) Zheng Zhu et al.   JOURNAL OF ADVANCED TRANSPORTATION

Lane-based real-time queue length estimation using license plate recognition data

(2015) Xianyuan Zhan et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Long short-term memory neural network for traffic speed prediction using remote microwave sensor data

(2015) Xiaolei Ma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Short-term traffic flow prediction using seasonal ARIMA model with limited input data

(2015) S. Vasantha Kumar et al.   European Transport Research Review

Short-term traffic flow prediction using seasonal ARIMA model with limited input data

(2015) S. Vasantha Kumar et al.   European Transport Research Review

Large-Scale Transportation Network Congestion Evolution Prediction Using Deep Learning Theory

(2015) Xiaolei Ma et al.   PLoS One

Spatiotemporal Patterns in Large-Scale Traffic Speed Prediction

(2014) Muhammad Tayyab Asif et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Flow reconstruction for data-driven traffic animation

(2013) David Wilkie et al.   ACM TRANSACTIONS ON GRAPHICS

Urban link travel time estimation using large-scale taxi data with partial information

(2013) Xianyuan Zhan et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Short-Term Traffic Speed Forecasting Based on Data Recorded at Irregular Intervals

(2012) Qing Ye et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Dynamic near-term traffic flow prediction: system-oriented approach based on past experiences

(2012) H. Chang et al.   IET Intelligent Transport Systems

Urban link travel time estimation based on sparse probe vehicle data

(2012) Fangfang Zheng et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Hybrid evolutionary algorithms in a SVR traffic flow forecasting model

(2011) Wei-Chiang Hong et al.   APPLIED MATHEMATICS AND COMPUTATION

Data-Driven Intelligent Transportation Systems: A Survey

(2011) Junping Zhang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Predictions of Freeway Traffic Speeds and Volumes Using Vector Autoregressive Models

(2009) Srinivasa Ravi Chandra et al.   Journal of Intelligent Transportation Systems

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

(2008) Manoel Castro-Neto et al.   EXPERT SYSTEMS WITH APPLICATIONS