社会化媒介中的影响与被动Influence and Passivity in Social Media |
|
课程网址: | http://videolectures.net/ecmlpkdd2011_romero_influence/ |
主讲教师: | Romero Daniel M |
开课单位: | 康奈尔大学 |
开课时间: | 2011-10-03 |
课程语种: | 英语 |
中文简介: | 通过社交媒体获得的信息量不断增加,迫使这些网络的成员通过依赖他人传播信息来竞争注意力和影响力。对Twitter内部信息传播的大量研究表明,大多数用户都是被动的信息消费者,不会将内容转发给网络。因此,要使个人成为有影响力的人,不仅要引起人们的注意,从而受到大众的欢迎,还要克服用户的被动性。提出了一种基于用户信息转发活动来确定其影响和被动性的算法。一个使用250万用户数据集进行的评估表明,我们的影响度量是一个很好的URL点击预测,优于其他一些没有明确考虑用户被动性的度量。我们证明,高知名度并不一定意味着高影响力,反之亦然。 |
课程简介: | The ever-increasing amount of information owing through Social Media forces the members of these networks to compete for attention and influence by relying on other people to spread their message. A large study of information propagation within Twitter reveals that the majority of users act as passive information consumers and do not forward the content to the network. Therefore, in order for individuals to become influential they must not only obtain attention and thus be popular, but also overcome user passivity. We propose an algorithm that determines the influence and passivity of users based on their information forwarding activity. An evaluation performed with a 2.5 million user dataset shows that our influence measure is a good predictor of URL clicks, outperforming several other measures that do not explicitly take user passivity into account. We demonstrate that high popularity does not necessarily imply high influence and vice-versa. |
关 键 词: | 社交媒体; 信息消费者; 被动性 |
课程来源: | 视频讲座网 |
最后编审: | 2019-11-28:lxf |
阅读次数: | 88 |