图 书 馆
在动态在线交互网络中检测友谊Detecting Friendship within Dynamic Online Interaction Network |
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| 课程网址: | https://videolectures.net/videos/icwsm2013_merritt_dynamic_online |
| 主讲教师: | Sears Merritt |
| 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: |  |
| 课程简介: | In many complex social systems, the timing and frequency of interactions between individuals are observable but friendship ties are hidden. Here, we investigate the accuracy of multiple statistical features, based either purely on temporal interaction patterns or on the cooperative nature of the interactions, for automatically extracting latent social ties. Using self-reported friendship and non-friendship labels derived from an anonymous online survey, we learn highly accurate predictors for recovering hidden friendships within a massive online data set encompassing 18 billion interactions among 17 million individuals of the popular online game Halo: Reach. We find that periodicities in interaction time series are sufficient to correctly classify 95% of ties, even for casual users. These results clarify the nature of friendship in online social environments and suggest new opportunities and new privacy concerns for friendship-aware applications that do not require the disclosure of private friendship information. |
| 关 键 词: | 友谊; 社会联系; 交互模式 |
| 课程来源: | videolectures |
| 数据采集: | 2025-05-16：yuhongrui |
| 最后编审: | 2025-05-16：yuhongrui |
| 阅读次数: | 2 |