Overview
This repository contains the datasets for fake news detection in health domain.
FakeCOVID
FakeCOVID is collected to address the issue of fake news/claims about COVID-19 during the pandemic. FakeCOVID is a comprehensive dataset which contains:
- News content
- Labels & Explanations (News Reviews)
- Twitter Engagements
- Reddit Engagements
Details could be found here.
FakeHealth
FakeHealth repository is to supplement the paper "Ginger Cannot Cure Cancer: Battling Fake Health News with a Comprehensive Data Repository". This repository (FakeHealth) is collected to address challenges in Fake Health News detection, which includes:
- news contents
- news reviews
- social engagements
- user network
Details could be found here.
Our Related Papers
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DETERRENT: Knowledge Guided Graph Attention Network for Detecting Healthcare Misinformation
Limeng Cui, Haeseung Seo, Maryam Tabar, Fenglong Ma, Suhang Wang, and Dongwon Lee
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-20) -
Ginger Cannot Cure Cancer: Battling Fake Health News with A Comprehensive Data Repository
Enyan Dai, Yiwei Sun, and Suhang Wang
In: Proceedings of the Internatioal AAAI Conference on Web and Social Media (ICWSM-20) -
Hierarchical Propagation Networks for Fake News Detection:Investigation and Exploitation
Kai Shu, Deepak Mahudaswaran, Suhang Wang, and Huan Liu
In: Proceedings of the Internatioal AAAI Conference on Web and Social Media (ICWSM-20) -
dEFEND: Explainable Fake News Detection
Kai Shu, Limeng Cui, Suhang Wang, Dongwon Lee, and Huan Liu
In: Proceedings of the 25th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-19) -
Unsupervised Fake News Detection on Social Media: A Generative Approach
Shuo Yang, Kai Shu, Suhang Wang, Renjie Gu, Fan Wu, and Huan Liu
In: Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19) -
Beyond News Contents: The Role of Social Context for Fake News Detection
Kai Shu, Suhang Wang, and Huan Liu
In: Proceedings of the 12th ACM International Conference on Web Search and Data Mining (WSDM 2019) -
Deep Headline Generation for Clickbait Detection
Kai Shu, Suhang Wang, Thai Le, Dongwon Lee and Huan Liu
In: Proceedings of the 2018 IEEE International Conference on Data Mining (ICDM-18), regular paper