使用基于主题的语义社交网络发现奉献者Discovering Dedicators with Topic-based Semantic Social Networks |
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课程网址: | https://videolectures.net/videos/icwsm2013_jang_social_networks |
主讲教师: | Jiyeon Jang |
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: | 众所周知,有影响力的人在社交网络中信息传播方面发挥着关键作用。在衡量社交网络中的影响力时,大多数研究都聚焦于使用代表网络的图拓扑结构。因此,受欢迎或有名的人往往被认定为有影响力的人。虽然他们有可能通过向朋友或追随者传播信息,利用网络连接来影响他人,但尚不清楚他们是否真的能如预期那样成为有影响力的人,尤其是在特定主题领域。在本文中,我们引入了 “专注传播者” 这一概念,它衡量的是用户在选定主题领域向其以自我为中心的网络中的人传递信息的专注程度。为了检测基于主题的专注传播者,我们提出了一种结合社区层面和个体层面因素的衡量方法,这些因素与他们对话的数量、参与度以及对特定主题的关注程度相关。通过分析一个推特对话数据集,我们表明专注传播者与基于拓扑结构的有影响力的人并无关联;入度影响力高的用户往往专注程度较低,而顶级专注传播者则倾向于利用规模较小且易于管理的社交网络,与他人进行更丰富的对话。 |
课程简介: | Influential people are known to play a key role in diffusing information in a social network. When measuring influence in a social network, most studies have focused on the use of the graph topology representing a network. As a result, popular or famous people tend to be identified as influencers. While they have a potential to influence people with the network connections by propagating information to their friends or followers, it is not clear whether they can indeed serve as an influencer as expected, especially for specific topic areas. In this paper, we introduce the notion of dedicators, which measures the extent to which a user has dedicated to transmit information in selected topic areas to the people in their egocentric networks. To detect topic-based dedicators, we propose a measure that combines both community- level and individual-level factors, which are related to the volume and the engagement level of their conversations and the degree of focus on specific topics. Having analyzed a Twitter conversation data set, we show that dedicators are not co-related with topology-based influencers; users with high in-degree influence tend to have a low dedication level while top dedicators tend to have richer conversations with others, taking advantage of smaller and manageable social networks. |
关 键 词: | 奉献者; 社交网络影响力; 拓扑影响者 |
课程来源: | videolecture |
数据采集: | 2025-05-15:yuhongrui |
最后编审: | 2025-05-16:yuhongrui |
阅读次数: | 3 |