Changxi Ma

Short-Term Traffic Flow Prediction for Urban Road Sections Based on Time Series Analysis and LSTM_BILSTM Method

Changxi Ma, Guowen Dai, Jibiao Zhou · IEEE Transactions on Intelligent Transportation Systems · 2021 · 396 citations

Computing, Computer Science, Forecasting +16

A hybrid deep learning model with 1DCNN-LSTM-Attention networks for short-term traffic flow prediction

Ke Wang, Changxi Ma, Yihuan Qiao et al. · Physica A Statistical Mechanics and its Applications · 2021 · 235 citations

Computing, Computer Science, Machine Learning +14

Short-Term Traffic Flow Prediction Method for Urban Road Sections Based on Space–Time Analysis and GRU

Guowen Dai, Changxi Ma, Xuecai Xu · IEEE Access · 2019 · 197 citations · Full text

Computing, Data Science, Forecasting +16

The Impact of Aggressive Driving Behavior on Driver-Injury Severity at Highway-Rail Grade Crossings Accidents

Changxi Ma, Wei Hao, Wang Xiang et al. · Journal of Advanced Transportation · 2018 · 137 citations · Full text

Public Health, Injury Prevention, Risk Assessment +16

A Novel STFSA-CNN-GRU Hybrid Model for Short-Term Traffic Speed Prediction

Changxi Ma, Yongpeng Zhao, Guowen Dai et al. · IEEE Transactions on Intelligent Transportation Systems · 2022 · 133 citations

Computing, Computer Science, Machine Learning +16