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Description

Title:Diffusion in heterogeneous networks
Author(s):Dominguez Sagarena, Francisco J.
Advisor(s):Baryshnikov, Yuliy
Department / Program:Electrical & Computer Engineering
Discipline:Electrical & Computer Engineering
Degree Granting Institution:University of Illinois at Urbana-Champaign
Degree:M.S.
Genre:Thesis
Subject(s):Bootstrap Percolation
Computer Simulation
Diffusion
Random graphs
Adjacency matrix
Heterogeneous
adoption
innovations
Game theory
threshold
connectivity
Abstract:We create a program to simulate diffusion in random graphs. Specifically,we create a generalization of bootstrap percolation which incorporates any number of societies and an arbitrary weight matrix W. The code was created from the start to be as general as possible and to easily be modified with further complications. With it we simulate and analyze diffusion in networks consisting of one, two and three distinct societies with different parameters. We study the proportion of adoption as a function of threshold , probability of initial activity and connectivity Pc. We compare several different weight matrices in the two and three society cases to understand the effect of these changes on the diffusion process. The end result is a tool that we propose can be used with the aid of statistics in social or biological contexts to predict behaviors and make conjectures on scenarios not yet observed.
Issue Date:2015-07-01
Type:Thesis
URI:http://hdl.handle.net/2142/87981
Rights Information:Copyright 2015 Francisco Dominguez Sagarena
Date Available in IDEALS:2015-09-29
Date Deposited:August 201


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