GEMFsim: A Stochastic Simulator for the Generalized Epidemic Modeling Framework
April 07, 2016 Β· Declared Dead Β· π Journal of Computer Science
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Authors
Faryad Darabi Sahneh, Aram Vajdi, Heman Shakeri, Futing Fan, Caterina Scoglio
arXiv ID
1604.02175
Category
physics.soc-ph
Cross-listed
cs.SI,
math.DS
Citations
55
Venue
Journal of Computer Science
Last Checked
5 months ago
Abstract
The recently proposed generalized epidemic modeling framework (GEMF) \cite{sahneh2013generalized} lays the groundwork for systematically constructing a broad spectrum of stochastic spreading processes over complex networks. This article builds an algorithm for exact, continuous-time numerical simulation of GEMF-based processes. Moreover the implementation of this algorithm, GEMFsim, is available in popular scientific programming platforms such as MATLAB, R, Python, and C; GEMFsim facilitates simulating stochastic spreading models that fit in GEMF framework. Using these simulations one can examine the accuracy of mean-field-type approximations that are commonly used for analytical study of spreading processes on complex networks.
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