A parallel spatiotemporal deep learning network for highway traffic flow forecasting

A hybrid deep learning based traffic flow prediction method and its understanding

(2018) Yuankai Wu et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Optimized Structure of the Traffic Flow Forecasting Model With a Deep Learning Approach

(2017) Hao-Fan Yang et al.   IEEE Transactions on Neural Networks and Learning Systems

High-Order Gaussian Process Dynamical Models for Traffic Flow Prediction

(2016) Jing Zhao et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice

(2016) Yong Wang et al.   PLoS One

Spatiotemporal Context Awareness for Urban Traffic Modeling and Prediction: Sparse Representation Based Variable Selection

(2015) Su Yang et al.   PLoS One

Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning

(2014) Wenhao Huang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Short-Term Traffic State Prediction Based on Temporal–Spatial Correlation

(2013) T. L. Pan et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Short-Term Traffic Flow Forecasting: An Experimental Comparison of Time-Series Analysis and Supervised Learning

(2013) Marco Lippi et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Supervised Weighting-Online Learning Algorithm for Short-Term Traffic Flow Prediction

(2013) Young-Seon Jeong et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Efficient missing data imputing for traffic flow by considering temporal and spatial dependence

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

Real-time road traffic forecasting using regime-switching space-time models and adaptive LASSO

(2012) Yiannis Kamarianakis et al.   APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY

3D Convolutional Neural Networks for Human Action Recognition

(2012) Shuiwang Ji et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Localized Extended Kalman Filter for Scalable Real-Time Traffic State Estimation

(2011) Chris P. I. J. van Hinsbergen et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Real-Time Traffic Flow Forecasting Using Spectral Analysis

(2011) Tigran T. Tchrakian et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Wavelet-Based Denoising for Traffic Volume Time Series Forecasting with Self-Organizing Neural Networks

(2010) Daniel Boto-Giralda et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING