Search Results for author: Xuefeng Guan

Found 2 papers, 1 papers with code

Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency

1 code implementation6 Apr 2020 Xinglei Wang, Xuefeng Guan, Jun Cao, Na Zhang, Huayi Wu

This model builds on sequence to sequence (seq2seq) architecture to capture temporal feature and relies on graph convolution for aggregating spatial information.

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A Hybrid Traffic Speed Forecasting Approach Integrating Wavelet Transform and Motif-based Graph Convolutional Recurrent Neural Network

no code implementations14 Apr 2019 Na Zhang, Xuefeng Guan, Jun Cao, Xinglei Wang, Huayi Wu

In this paper, we propose a hybrid approach that learns the spatio-temporal dependency in traffic flows and predicts short-term traffic speeds on a road network.

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