Fake news is an age-old phenomenon, widely assumed to be associated with political propaganda published to sway public opinion. Yet, with the growth of social media it has become a lucrative business for web publishers. Despite many studies performed and countermeasures deployed from researchers and stakeholders, unreliable news sites have increased their share of engagement among the top performing news sources in last years. Indeed, stifling fake news impact depends on the efforts from the society, and the market, in limiting the (economic) incentives of fake news producers. In this paper, we aim at enhancing the transparency around these exact incentives and explore the following main questions: Who supports the existence of fake news websites via paid ads, either as an advertiser or an ad seller? Who owns these websites and what other Web business are they into? What tracking activity do they perform in these websites? Aiming to answer these questions, we are the first to systematize the auditing process of fake news revenue flows. We develop a novel ad detection methodology to identify the companies that advertise in fake news websites and the intermediary companies responsible for facilitating those ad revenues. We study more than 2400 popular fake and real news websites and show that well-known legitimate ad networks, such as of Google, IndexExchange, and AppNexus, have a direct advertising relation with more than 40% of these fake news websites, and a re-seller advertising relation with more than 60% of them. Using a graph clustering approach on an extended set of 114.5K sites connected with 443K edges, we show that entities who own fake news websites, also own (or operate) other types of websites for entertainment, business, and politics, pointing to the fact that owning a fake news website is part of a broader business operation.
翻译:假新闻是一种古老的现象,被广泛认为与发表政治宣传以引导公众舆论有关。然而,随着社交媒体的增长,它已成为网络出版商的一个利润丰厚的生意。 尽管研究人员和利益攸关方进行了许多研究和采取了对策,但不可靠的新闻网站增加了其在过去几年中最佳表现新闻来源中的参与比例。 事实上,扼杀假新闻影响取决于社会和市场在限制虚假新闻制作商的(经济)激励方面所做的努力。 在本文中,我们的目标是围绕这些准确的奖励措施提高透明度,并探讨以下主要问题:谁通过付费广告支持虚假新闻网站的存在,无论是作为广告商还是广告商?谁拥有这些网站和其他网络的经营? 跟踪这些网站的活动是什么? 为了回答这些问题,我们首先将虚假新闻流的审计过程系统化于社会和市场。 我们开发了一种新的广告检测方法,用以识别在假新闻网站和负责促进这些收入的中介公司。 我们比24小时的大众和真实新闻网站,以及40种虚拟新闻网站的网络, 显示一个众所周知的合法网络,一个与40 %的虚拟网站的虚拟网络,一个非常清楚的虚拟的网络,一个比数字的虚拟的虚拟网站,一个虚拟的虚拟网站,另一个网站,用来显示这些网站的虚拟网站的网络的虚拟网络,一个更直接的网络,一个令人人所知的网络。