具有竞争性交互的在线用户行为建模

Modeling online user behaviors with competitive interactions

INFORMATION & MANAGEMENT · 2018
被引 14
人大 A-ABS 3

中文导读

提出一个由同质性和稳态竞争原则驱动的动态模型,预测在线用户的长期行为,经三个真实数据集验证有效。

Abstract

Online user behaviors are increasingly modulated by social media. Extant literature mainly focuses on investigating how network structures affect user behaviors. However, recent empirical results demonstrate that user behaviors and network structures usually coevolve dynamically, and topological patterns turn out to be inadequate for characterizing real-world user behaviors. In this paper, we present a dynamic model to deal with this challenge. This proposed model is mainly governed by two competing principles: homophily and homeostasis. Empirical evaluations of three online real-world datasets suggest that the proposed dynamic model can well predict long-range online user behaviors.

社交媒体用户行为建模网络动态同质性社会网络