Work

A convex framework for optimal investment on disease awareness in social networks

Year: 2013
Type: conference-paper
Abstract: We consider the problem of controlling the propagation of an epidemic outbreak in an arbitrary network of contacts by investing on disease awareness throughout the network. We model the effect of agent awareness on the dynamics of an epidemic using the SAIS epidemic model, an extension of the SIS epidemic model that includes a state of “awareness”. This model allows to derive a condition to control the spread of an epidemic outbreak in terms of the eigenvalues of a matrix that depends on the network structure and the parameters of the model. We study the problem of finding the cost-optimal investment on disease awareness throughout the network when the cost function presents some realistic properties. We propose a convex framework to find cost-optimal allocation of resources. We validate our results with numerical simulations in a real online social network.
Language: English
Open Access status: green
OpenAlex ID: W2129080145
FWCI: 5.136
Cites: 10
Cited by: 38
Related to: 10