A multi-head attention-based transformer model for traffic flow forecasting with a comparative analysis to recurrent neural networks

Modeling the accuracy of traffic crash prediction models

(2022) Mohammad Hesam Rashidi et al.   IATSS Research

Online Traffic Flow Prediction for Edge Computing-Enhanced Autonomous and Connected Vehicles

(2021) Xiaoxiang Song et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Predicting Budgetary Estimate of Highway Construction Projects in China Based on GRA-LASSO

(2021) Bin Tong et al.   JOURNAL OF MANAGEMENT IN ENGINEERING

On the Diversity of Multi-Head Attention

(2021) Jian Li et al.   NEUROCOMPUTING

TrafficBERT: Pre-trained model with large-scale data for long-range traffic flow forecasting

(2021) KyoHoon Jin et al.   EXPERT SYSTEMS WITH APPLICATIONS

Random radial basis function kernel-based support vector machine

(2021) Xiaojian Ding et al.   JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS

Urban Safety: An Image-Processing and Deep-Learning-Based Intelligent Traffic Management and Control System

(2021) Selim Reza et al.   SENSORS

Temporal Fusion Transformers for interpretable multi-horizon time series forecasting

(2021) Bryan Lim et al.   INTERNATIONAL JOURNAL OF FORECASTING

Learning Dynamic and Hierarchical Traffic Spatiotemporal Features With Transformer

(2021) Haoyang Yan et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Time-Aware Gated Recurrent Unit Networks for Road Surface Friction Prediction Using Historical Data

(2020) Ziyuan Pu et al.   IET Intelligent Transport Systems

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

(2020) Alex Sherstinsky   PHYSICA D-NONLINEAR PHENOMENA

A temporal-aware LSTM enhanced by loss-switch mechanism for traffic flow forecasting

(2020) Huakang Lu et al.   NEUROCOMPUTING

Development and Evaluation of Recurrent Neural Network-Based Models for Hourly Traffic Volume and Annual Average Daily Traffic Prediction

(2019) Zadid Khan et al.   TRANSPORTATION RESEARCH RECORD

Cooperative Traffic Signal Control with Traffic Flow Prediction in Multi-Intersection

(2019) Daeho Kim et al.   SENSORS

Rainfall-integrated traffic speed prediction using deep learning method

(2017) Yuhan Jia et al.   IET Intelligent Transport Systems

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

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

Deep learning for short-term traffic flow prediction

(2017) Nicholas G. Polson 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