图 书 馆
以行为模式为特征的交互图的基于事件的框架An Event-based Framework for Characterizing the Evolutionary Behavior of Interaction Graphs |
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| 课程网址: | http://videolectures.net/kdd07_asur_aebf/ |
| 主讲教师: | Sitaram Asur |
| 开课单位: | 俄亥俄州立大学 |
| 开课时间: | 2007-08-14 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Interaction graphs are ubiquitous in many fields such as bioinformatics, sociology and physical sciences. There have been many studies in the literature targeted at studying and mining these graphs. However, almost all of them have studied these graphs from a static point of view. The study of the evolution of these graphs over time can provide tremendous insight on the behavior of entities, communities and the flow of information among them. In this work, we present an event-based characterization of critical behavioral patterns for temporally varying interaction graphs. We use non-overlapping snapshots of interaction graphs and develop a framework for capturing and identifying interesting events from them. We use these events to characterize complex behavioral patterns of individuals and communities over time. We demonstrate the application of behavioral patterns for the purposes of modeling evolution, link prediction and influence maximization. Finally, we present a diffusion model for evolving networks, based on our framework. |
| 关 键 词: | 交互图; 临界行为; 行为模式 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-05-08：lxf |
| 阅读次数: | 24 |