Fake news, rumor, information pollution in social media and web: A contemporary survey of state-of-the-arts, challenges and opportunities

作者:

Highlights:

• A review of fake news, rumour, and information pollution are presented.

• A statics of social media users and commercial analytics tools are outlined.

• The popular social media platforms are identified and presented in a detailed form.

• The state of online fact-checking tools and APIs are recognized and discussed.

• The publicly available datasets are outlined along with experimental settings.

摘要

•A review of fake news, rumour, and information pollution are presented.•A statics of social media users and commercial analytics tools are outlined.•The popular social media platforms are identified and presented in a detailed form.•The state of online fact-checking tools and APIs are recognized and discussed.•The publicly available datasets are outlined along with experimental settings.

论文关键词:Clickbait,Deep learning,Fraudulent Content,Information Pollution,Machine learning,Opinion Spam,Online Social Networks,Rumour Propagation

论文评审过程:Received 19 July 2019, Revised 6 September 2019, Accepted 26 September 2019, Available online 4 October 2019, Version of Record 12 May 2020.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.112986