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基于Twitter链接形成分析的信息网络定向封闭过程

The Directed Closure Process in Information Networks with an Analysis of Link Formation on Twitter
课程网址: http://videolectures.net/icwsm2010_romero_dcp/  
主讲教师: Daniel M. Romero
开课单位: 康奈尔大学
开课时间: 2010-06-29
课程语种: 英语
中文简介:
它经常被认为是一种工作假设,即信息网络中的有向链接经常通过“短切”来源和目的地之间的两步路径形成 - 一种隐含的“链接复制”,类似于三元组的过程。关闭社交网络。尽管这种假设在诸如优先依恋等理论模型中起作用,但它几乎没有得到直接的实证研究。在这里,我们开发了一种用于研究这种类型的定向闭包过程的形式化和方法论,并且我们为其在Twitter上形成链接的重要作用提供了证据。然后,我们分析了一系列模型,这些模型旨在捕获我们在Twitter数据中观察到的与定向闭合相关的结构现象。
课程简介: It has often been taken as a working assumption that directed links in information networks are frequently formed by "short-cutting'' a two-step path between the source and the destination — a kind of implicit "link copying'' analogous to the process of triadic closure in social networks. Despite the role of this assumption in theoretical models such as preferential attachment, it has received very little direct empirical investigation. Here we develop a formalization and methodology for studying this type of directed closure process, and we provide evidence for its important role in the formation of links on Twitter. We then analyze a sequence of models designed to capture the structural phenomena related to directed closure that we observe in the Twitter data.
关 键 词: 信息网络; 定向闭包; Twitter数据
课程来源: 视频讲座网
最后编审: 2019-04-26:lxf
阅读次数: 34