English

The Impact of Imperfect Information on Network Attack

Physics and Society 2015-06-23 v1 Social and Information Networks

Abstract

This paper explores the effectiveness of network attack when the attacker has imperfect information about the network. For Erd\H{o}s-R\'enyi networks, we observe that dynamical importance and betweenness centrality-based attacks are surprisingly robust to the presence of a moderate amount of imperfect information and are more effective compared with simpler degree-based attacks even at moderate levels of network information error. In contrast, for scale-free networks the effectiveness of attack is much less degraded by a moderate level of information error. Furthermore, in the Erd\H{o}os-R\'enyi case the effectiveness of network attack is much more degraded by missing links as compared with the same number of false links.

Keywords

Cite

@article{arxiv.1412.3204,
  title  = {The Impact of Imperfect Information on Network Attack},
  author = {Andrew Melchionna and Jesus Caloca and Shane Squires and Thomas M. Antonsen and Edward Ott and Michelle Girvan},
  journal= {arXiv preprint arXiv:1412.3204},
  year   = {2015}
}