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Choosing Optimal Seed Nodes in Competitive Contagion

In recent years there has been a growing interest in simulating competitive markets to find out the efficient ways to advertise a product or spread an ideology. Along this line, we consider a binary competitive contagion process where two infections, A and B, interact with each other and diffuse sim...

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Detalles Bibliográficos
Autores principales: Kumar, Prem, Verma, Puneet, Singh, Anurag, Cherifi, Hocine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931913/
https://www.ncbi.nlm.nih.gov/pubmed/33693339
http://dx.doi.org/10.3389/fdata.2019.00016
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author Kumar, Prem
Verma, Puneet
Singh, Anurag
Cherifi, Hocine
author_facet Kumar, Prem
Verma, Puneet
Singh, Anurag
Cherifi, Hocine
author_sort Kumar, Prem
collection PubMed
description In recent years there has been a growing interest in simulating competitive markets to find out the efficient ways to advertise a product or spread an ideology. Along this line, we consider a binary competitive contagion process where two infections, A and B, interact with each other and diffuse simultaneously in a network. We investigate which is the best centrality measure to find out the seed nodes a company should adopt in the presence of rivals so that it can maximize its influence. These nodes can be used as the initial spreaders or advertisers by firms when two firms compete with each other. Each node is assigned a price tag to become an initial advertiser which varies according to their importance in the network. Considering their fixed budgets, they initially determine the payoff of their products and the number of their initial seeds in the network. Under this setting, we study the question of whether to choose a small number of influential nodes or a larger number of less influential nodes.
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spelling pubmed-79319132021-03-09 Choosing Optimal Seed Nodes in Competitive Contagion Kumar, Prem Verma, Puneet Singh, Anurag Cherifi, Hocine Front Big Data Big Data In recent years there has been a growing interest in simulating competitive markets to find out the efficient ways to advertise a product or spread an ideology. Along this line, we consider a binary competitive contagion process where two infections, A and B, interact with each other and diffuse simultaneously in a network. We investigate which is the best centrality measure to find out the seed nodes a company should adopt in the presence of rivals so that it can maximize its influence. These nodes can be used as the initial spreaders or advertisers by firms when two firms compete with each other. Each node is assigned a price tag to become an initial advertiser which varies according to their importance in the network. Considering their fixed budgets, they initially determine the payoff of their products and the number of their initial seeds in the network. Under this setting, we study the question of whether to choose a small number of influential nodes or a larger number of less influential nodes. Frontiers Media S.A. 2019-06-20 /pmc/articles/PMC7931913/ /pubmed/33693339 http://dx.doi.org/10.3389/fdata.2019.00016 Text en Copyright © 2019 Kumar, Verma, Singh and Cherifi. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Big Data
Kumar, Prem
Verma, Puneet
Singh, Anurag
Cherifi, Hocine
Choosing Optimal Seed Nodes in Competitive Contagion
title Choosing Optimal Seed Nodes in Competitive Contagion
title_full Choosing Optimal Seed Nodes in Competitive Contagion
title_fullStr Choosing Optimal Seed Nodes in Competitive Contagion
title_full_unstemmed Choosing Optimal Seed Nodes in Competitive Contagion
title_short Choosing Optimal Seed Nodes in Competitive Contagion
title_sort choosing optimal seed nodes in competitive contagion
topic Big Data
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931913/
https://www.ncbi.nlm.nih.gov/pubmed/33693339
http://dx.doi.org/10.3389/fdata.2019.00016
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