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众筹、活动和社交媒体:追踪和揭示社交媒体的众包操纵

Crowdturfers, Campaigns, and Social Media: Tracking and Revealing Crowdsourced Manipulation of Social Media
课程网址: https://videolectures.net/videos/icwsm2013_lee_social_media  
主讲教师: Kyumin Lee
开课单位: 信息不详。欢迎您在右侧留言补充。
开课时间: 2014-04-03
课程语种: 英语
中文简介:
众包最近被确定为众包巨大积极机会的险恶对手。众筹者利用人力众包平台在社交媒体上传播恶意网址,形成“地盘”活动,操纵搜索引擎,最终降低在线信息的质量,威胁到这些系统的有用性。在这篇论文中,我们提出了一个“拉开帷幕”的框架,以揭示他们潜在的生态系统。具体来说,我们分析了恶意任务的类型以及众包网站(如Microworkers.com、ShortTask.com和Rapidworkers.com)中请求者和工作人员的属性,并通过监控社交媒体参与者的活动,将众包网站上的这些任务(及其相关工作人员)链接到社交媒体。基于这种联系,我们确定了社交媒体中连接这些工作者的关系结构,这可以揭示众包网站上确定的众包用户的隐性权力结构。我们确定了三类群体冲浪者——专业工作者、临时工和中间商——并开发了统计用户模型,以自动区分这些工作者和普通社交媒体用户。
课程简介: Crowdturfing has recently been identified as a sinister counterpart to the enormous positive opportunities of crowdsourcing. Crowdturfers leverage human-powered crowdsourcing platforms to spread malicious URLs in social media, form "astroturf" campaigns, and manipulate search engines, ultimately degrading the quality of online information and threatening the usefulness of these systems. In this paper we present a framework for "pulling back the curtain" on crowdturfers to reveal their underlying ecosystem. Concretely, we analyze the types of malicious tasks and the properties of requesters and workers in crowdsourcing sites such as Microworkers.com, ShortTask.com and Rapidworkers.com, and link these tasks (and their associated workers) on crowdsourcing sites to social media, by monitoring the activities of social media participants. Based on this linkage, we identify the relationship structure connecting these workers in social media, which can reveal the implicit power structure of crowdturfers identified on crowdsourcing sites. We identify three classes of crowdturfers -- professional workers, casual workers, and middlemen -- and we develop statistical user models to automatically differentiate these workers and regular social media users.
关 键 词: 众包网站; 社交媒体; 统计用户模型
课程来源: videolectures
数据采集: 2025-05-22:yuhongrui
最后编审: 2025-05-22:yuhongrui
阅读次数: 1