Diffusive Phenomena in Dynamic Networks: A Data-Driven Study

被引:0
|
作者
Milli, Letizia [1 ,2 ]
Rossetti, Giulio [2 ]
Pedreschi, Dino [1 ]
Giannotti, Fosca [2 ]
机构
[1] Univ Pisa, Largo Bruno Pontecorvo 2, Pisa, Italy
[2] ISTI CNR, KDD Lab, Via G Moruzzi 1, Pisa, Italy
来源
关键词
D O I
10.1007/978-3-319-73198-8_13
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Everyday, ideas, information as well as viruses spread over complex social tissues described by our interpersonal relations. So far, the network contexts upon which diffusive phenomena unfold have usually been considered static, composed by a fixed set of nodes and edges. Recent studies describe social networks as rapidly changing topologies. In this work-following a data-driven approach-we compare the behaviors of classical spreading models when used to analyze a given social network whose topological dynamics are observed at different temporal granularities. Our goal is to shed some light on the impacts that the adoption of a static topology has on spreading simulations as well as to provide an alternative formulation of two classical diffusion models.
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收藏
页码:151 / 159
页数:9
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