dongkwan-kim / Fake-News-Twitter-Network

Fake News Propagation on the Twitter Network

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Fake-News-Twitter-Network

This repository is about crawling, pre-processing, and formatting the Fake News Propagation on the Twitter Network.

The dataset is based on the following works.

@inproceedings{liu2015real,
  title={Real-time Rumor Debunking on Twitter},
  author={Liu, Xiaomo and Nourbakhsh, Armineh and Li, Quanzhi and Fang, Rui and Shah, Sameena},
  booktitle={Proceedings of the 24th ACM International on Conference on Information and Knowledge Management},
  pages={1867--1870},
  year={2015}
}
@inproceedings{ma2016detecting,
  title={Detecting Rumors from Microblogs with Recurrent Neural Networks},
  author={Ma, Jing and Gao, Wei and Mitra, Prasenjit and Kwon, Sejeong and Jansen, Bernard J. and Wong, Kam-Fai and Meeyoung, Cha},
  booktitle={The 25th International Joint Conference on Artificial Intelligence},
  pages={3818--3824},
  year={2016},
  organization={AAAI}
}
@inproceedings{ma2017detect,
  title={Detect Rumors in Microblog Posts Using Propagation Structure via Kernel Learning},
  author={Ma, Jing and Gao, Wei and Wong, Kam-Fai},
  booktitle={The 55th annual meeting of the Association for Computational Linguistics},
  pages={708--717},
  year={2017},
  organization={Association for Computational Linguistics}
}

The following works use the dataset.

@inproceedings{kim2019homogeneity,
  title={Homogeneity-Based Transmissive Process To Model True and False News in Social Networks},
  author={Kim, Jooyeon and Kim, Dongkwan and Oh, Alice},
  booktitle={Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining},
  pages={348--356},
  year={2019},
  organization={ACM}
}
@inproceedings{kim2022models,
  title={Models and Benchmarks for Representation Learning of Partially Observed Subgraphs},
  author={Kim, Dongkwan and Jin, Jiho and Ahn, Jaimeen and Oh, Alice},
  booktitle={Proceedings of the 31st ACM International Conference on Information and Knowledge Management},
  % pages={TBA},
  year={2022},
  organization={ACM}
}

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Fake News Propagation on the Twitter Network


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