Ginger cannot cure cancer: Battling fake health news with a comprehensive data repository

Enyan Dai, Yiwei Sun, Suhang Wang

Research output: Chapter in Book/Report/Conference proceedingConference contribution

77 Scopus citations

Abstract

Nowadays, Internet is a primary source of attaining health information. Massive fake health news which is spreading over the Internet, has become a severe threat to public health. Numerous studies and research works have been done in fake news detection domain, however, few of them are designed to cope with the challenges in health news. For instance, the development of explainable is required for fake health news detection. To mitigate these problems, we construct a comprehensive repository, FakeHealth, which includes news contents with rich features, news reviews with detailed explanations, social engagements and a user-user social network. Moreover, exploratory analyses are conducted to understand the characteristics of the datasets, analyze useful patterns and validate the quality of the datasets for health fake news detection. We also discuss the novel and potential future research directions for the health fake news detection.

Original languageEnglish (US)
Title of host publicationProceedings of the 14th International AAAI Conference on Web and Social Media, ICWSM 2020
PublisherAAAI press
Pages853-862
Number of pages10
ISBN (Electronic)9781577357889
StatePublished - 2020
Event14th International AAAI Conference on Web and Social Media, ICWSM 2020 - Atlanta, Virtual, United States
Duration: Jun 8 2020Jun 11 2020

Publication series

NameProceedings of the 14th International AAAI Conference on Web and Social Media, ICWSM 2020

Conference

Conference14th International AAAI Conference on Web and Social Media, ICWSM 2020
Country/TerritoryUnited States
CityAtlanta, Virtual
Period6/8/206/11/20

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications

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