Lingqiao Qin

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

Yuankai Wu, Huachun Tan, Lingqiao Qin et al. · Transportation Research Part C Emerging Technologies · 2018 · 775 citations

Intelligent Traffic Management, Network Flows, Engineering +7

Vehicle Trajectory Prediction Using LSTMs With Spatial–Temporal Attention Mechanisms

Lei Lin, Weizi Li, Huikun Bi et al. · IEEE Intelligent Transportation Systems Magazine · 2021 · 268 citations

Engineering, Machine Learning, Advanced Driver-assistance System +19

Day-ahead traffic flow forecasting based on a deep belief network optimized by the multi-objective particle swarm algorithm

Linchao Li, Lingqiao Qin, Xu Qu et al. · Knowledge-Based Systems · 2019 · 217 citations

Intelligent Traffic Management, Traffic Theory, Engineering +8

Short-term prediction of lane-level traffic speeds: A fusion deep learning model

Yuanli Gu, Wenqi Lu, Lingqiao Qin et al. · Transportation Research Part C Emerging Technologies · 2019 · 169 citations

Intelligent Traffic Management, Engineering, Machine Learning +8

An Improved Bayesian Combination Model for Short-Term Traffic Prediction With Deep Learning

Yuanli Gu, Wenqi Lu, Xinyue Xu et al. · IEEE Transactions on Intelligent Transportation Systems · 2019 · 156 citations

Traffic Theory, Engineering, Machine Learning +18