Bahruz Jabiyev, Sinan Pehlivanoglu, Kaan Onarlioglu, E. Kirda
{"title":"FADE:检测网络上的假新闻文章","authors":"Bahruz Jabiyev, Sinan Pehlivanoglu, Kaan Onarlioglu, E. Kirda","doi":"10.1145/3465481.3465751","DOIUrl":null,"url":null,"abstract":"Internet-based media and social networks enable quick access to information; however, that has also made it easy to conduct disinformation campaigns. Fake news poses a serious threat to the functioning and safety of our society, as demonstrated by nation-state-sponsored campaigns to sway the 2016 US presidential election, and more recently COVID-19 pandemic hoaxes that promote false cures, putting lives at risk. FADE is a novel approach and service that helps Internet users detect fake news. FADE discovers multiple news sources covering the same story, analyzes their reputation, and checks the trustworthiness of cited sources. Our approach does not depend on any specific social media or news source, does not rely on costly textual content analysis, and does not require lengthy offline processing. Our experiments demonstrate above 85% detection accuracy with a practical implementation. FADE offers a path to empowering the Internet community with effective tools to identify fake news.","PeriodicalId":417395,"journal":{"name":"Proceedings of the 16th International Conference on Availability, Reliability and Security","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"FADE: Detecting Fake News Articles on the Web\",\"authors\":\"Bahruz Jabiyev, Sinan Pehlivanoglu, Kaan Onarlioglu, E. Kirda\",\"doi\":\"10.1145/3465481.3465751\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Internet-based media and social networks enable quick access to information; however, that has also made it easy to conduct disinformation campaigns. Fake news poses a serious threat to the functioning and safety of our society, as demonstrated by nation-state-sponsored campaigns to sway the 2016 US presidential election, and more recently COVID-19 pandemic hoaxes that promote false cures, putting lives at risk. FADE is a novel approach and service that helps Internet users detect fake news. FADE discovers multiple news sources covering the same story, analyzes their reputation, and checks the trustworthiness of cited sources. Our approach does not depend on any specific social media or news source, does not rely on costly textual content analysis, and does not require lengthy offline processing. Our experiments demonstrate above 85% detection accuracy with a practical implementation. FADE offers a path to empowering the Internet community with effective tools to identify fake news.\",\"PeriodicalId\":417395,\"journal\":{\"name\":\"Proceedings of the 16th International Conference on Availability, Reliability and Security\",\"volume\":\"28 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-08-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 16th International Conference on Availability, Reliability and Security\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3465481.3465751\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 16th International Conference on Availability, Reliability and Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3465481.3465751","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Internet-based media and social networks enable quick access to information; however, that has also made it easy to conduct disinformation campaigns. Fake news poses a serious threat to the functioning and safety of our society, as demonstrated by nation-state-sponsored campaigns to sway the 2016 US presidential election, and more recently COVID-19 pandemic hoaxes that promote false cures, putting lives at risk. FADE is a novel approach and service that helps Internet users detect fake news. FADE discovers multiple news sources covering the same story, analyzes their reputation, and checks the trustworthiness of cited sources. Our approach does not depend on any specific social media or news source, does not rely on costly textual content analysis, and does not require lengthy offline processing. Our experiments demonstrate above 85% detection accuracy with a practical implementation. FADE offers a path to empowering the Internet community with effective tools to identify fake news.