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Multi-STGCnet: A Graph Convolution Based Spatial-Temporal Framework for Subway Passenger Flow Forecasting

This is a TensorFlow implementation of Multi-STGCnet in the following paper: Jiexia Ye, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu, Multi-STGCnet: A Graph Convolution Based Spatial-Temporal Framework for Subway Passenger Flow Forecasting, IJCNN 2020.

Requirements

  • numpy>=1.12.1
  • pandas>=1.1.2
  • tensorflow>=2.3.0
  • python>=3.6.0

Citation

If you find this repository useful in your research, please cite the following paper:

@INPROCEEDINGS{9207049,
  author={J. {Ye} and J. {Zhao} and K. {Ye} and C. {Xu}},
  booktitle={2020 International Joint Conference on Neural Networks (IJCNN)}, 
  title={Multi-STGCnet: A Graph Convolution Based Spatial-Temporal Framework for Subway Passenger Flow Forecasting}, 
  pages={1-8},
  year={2020}
  }

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