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Towards control of opinion diversity by introducing zealots into a polarised social group
- Source :
- Complex Networks 2021, Complex Networks 2021, Nov 2021, Madrid, Spain, Complex Networks and Their Applications X, Complex Networks and Their Applications X, Nov 2021, Madrid, Spain. ⟨10.1007/978-3-030-93413-2_29⟩, Complex Networks & Their Applications X ISBN: 9783030934125
- Publication Year :
- 2021
- Publisher :
- HAL CCSD, 2021.
-
Abstract
- We explore a method to influence or even control the diversity of opinions within a polarised social group. We leverage the voter model in which users hold binary opinions and repeatedly update their beliefs based on others they connect with. Stubborn agents who never change their minds ("zealots") are also disseminated through the network, which is modelled by a connected graph. Building on earlier results, we provide a closed-form expression for the average opinion of the group at equilibrium. This leads us to a strategy to inject zealots into a polarised network in order to shift the average opinion towards any target value. We account for the possible presence of a backfire effect, which may lead the group to react negatively and reinforce its level of polarisation in response. Our results are supported by numerical experiments on synthetic data.<br />14 pages, 4 figures
- Subjects :
- Social and Information Networks (cs.SI)
FOS: Computer and information sciences
Computer Science - Machine Learning
[STAT.ML]Statistics [stat]/Machine Learning [stat.ML]
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
0103 physical sciences
Computer Science - Social and Information Networks
16. Peace & justice
010306 general physics
01 natural sciences
[INFO.INFO-SI]Computer Science [cs]/Social and Information Networks [cs.SI]
Machine Learning (cs.LG)
010305 fluids & plasmas
Subjects
Details
- Language :
- English
- ISBN :
- 978-3-030-93412-5
- ISBNs :
- 9783030934125
- Database :
- OpenAIRE
- Journal :
- Complex Networks 2021, Complex Networks 2021, Nov 2021, Madrid, Spain, Complex Networks and Their Applications X, Complex Networks and Their Applications X, Nov 2021, Madrid, Spain. ⟨10.1007/978-3-030-93413-2_29⟩, Complex Networks & Their Applications X ISBN: 9783030934125
- Accession number :
- edsair.doi.dedup.....5ea08471de0d22cabf494f672e1ba095