Co-evolution of ideas and social networks in opinion formation

In recent years, researches on opinion formation have attracted extensive interests and generated many pragmatic applications. Various models have been built to study the evolution of the opinion, typically based on complex social networks. The most well-known models include the Deffuant model for o...

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Main Author: Pu, Lei
Other Authors: Xiao Gaoxi
Format: Theses and Dissertations
Language:English
Published: 2017
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Online Access:http://hdl.handle.net/10356/69496
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-694962023-07-04T15:55:29Z Co-evolution of ideas and social networks in opinion formation Pu, Lei Xiao Gaoxi School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering In recent years, researches on opinion formation have attracted extensive interests and generated many pragmatic applications. Various models have been built to study the evolution of the opinion, typically based on complex social networks. The most well-known models include the Deffuant model for opinion formation with bounded confidence and a similar but not exactly the same model proposed by Hegselmann and Krause. However, these models have not thought of the truth in real life that individuals may cut off their bonds with the uncongenial neighbors holding opinions too different from theirs, and build new bonds with strangers. Based on this phenomenon, a mechanism of cutting and reconnecting is introduced into opinion formation, to make it a dynamic co-evolution process when the opinions update in the underlying network. In this dissertation, several simulations are conducted on a modified Hegselmann-Krause model in different networks, and its effect of reducing the tiny opinion clusters held by minor nodes are evaluated. Besides, a few conjectures are proposed to explain these interesting effects where the mechanism has on opinion formation and final opinion distribution. Master of Science (Communications Engineering) 2017-02-01T00:53:45Z 2017-02-01T00:53:45Z 2017 Thesis http://hdl.handle.net/10356/69496 en 69 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Pu, Lei
Co-evolution of ideas and social networks in opinion formation
description In recent years, researches on opinion formation have attracted extensive interests and generated many pragmatic applications. Various models have been built to study the evolution of the opinion, typically based on complex social networks. The most well-known models include the Deffuant model for opinion formation with bounded confidence and a similar but not exactly the same model proposed by Hegselmann and Krause. However, these models have not thought of the truth in real life that individuals may cut off their bonds with the uncongenial neighbors holding opinions too different from theirs, and build new bonds with strangers. Based on this phenomenon, a mechanism of cutting and reconnecting is introduced into opinion formation, to make it a dynamic co-evolution process when the opinions update in the underlying network. In this dissertation, several simulations are conducted on a modified Hegselmann-Krause model in different networks, and its effect of reducing the tiny opinion clusters held by minor nodes are evaluated. Besides, a few conjectures are proposed to explain these interesting effects where the mechanism has on opinion formation and final opinion distribution.
author2 Xiao Gaoxi
author_facet Xiao Gaoxi
Pu, Lei
format Theses and Dissertations
author Pu, Lei
author_sort Pu, Lei
title Co-evolution of ideas and social networks in opinion formation
title_short Co-evolution of ideas and social networks in opinion formation
title_full Co-evolution of ideas and social networks in opinion formation
title_fullStr Co-evolution of ideas and social networks in opinion formation
title_full_unstemmed Co-evolution of ideas and social networks in opinion formation
title_sort co-evolution of ideas and social networks in opinion formation
publishDate 2017
url http://hdl.handle.net/10356/69496
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