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Network-Inference-Based Prediction Algorithm (NIPA)

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NIPA

Dataset

Dataset for this repository can be downloaded here. You must download data and preprocess the data for the model. Dataset for the model should be under \dataset\country_name.

NIPA

$ git clone https://github.com/DVL-Sejong/NIPA.git
$ cd NIPA
$ python main.py
  • Arguments
    • country: Italy, India, US, China are available
    • standardization: if True, standardize dataset while inference network. We recommend False
    • x_frames: Number of x frames for generating dataset
    • y_frames: Number of y frames for generating dataset
  • Results are saved under results\country_name\ and settiings\

Citation

NIPA code is based on this paper:

@article{prasse2020network,
  title={Network-inference-based prediction of the COVID-19 epidemic outbreak in the Chinese province Hubei},
  author={Prasse, Bastian and Achterberg, Massimo A and Ma, Long and Van Mieghem, Piet},
  journal={Applied Network Science},
  volume={5},
  number={1},
  pages={1-11},
  year={2020},
  publisher={SpringerOpen}
}

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Network-Inference-Based Prediction Algorithm (NIPA)

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