Cargando…

Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network

The same people exhibit various adoption behaviors for the same information on various networks. Previous studies, however, did not examine the variety of adoption behaviors on multi-layer networks or take into consideration this phenomenon. Therefore, we refer to this phenomenon, which lacks system...

Descripción completa

Detalles Bibliográficos
Autores principales: Deng, Gang, Peng, Yuting, Tian, Yang, Zhu, Xuzhen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10047583/
https://www.ncbi.nlm.nih.gov/pubmed/36981346
http://dx.doi.org/10.3390/e25030458
_version_ 1785013961744187392
author Deng, Gang
Peng, Yuting
Tian, Yang
Zhu, Xuzhen
author_facet Deng, Gang
Peng, Yuting
Tian, Yang
Zhu, Xuzhen
author_sort Deng, Gang
collection PubMed
description The same people exhibit various adoption behaviors for the same information on various networks. Previous studies, however, did not examine the variety of adoption behaviors on multi-layer networks or take into consideration this phenomenon. Therefore, we refer to this phenomenon, which lacks systematic analysis and investigation, as behavioral adoption diversity on multi-layered networks. Meanwhile, individual adoption behaviors have LTI (local trend imitation) characteristics that help spread information. In order to study the diverse LTI behaviors on information propagation, a two-layer network model is presented. Following that, we provide two adoption threshold functions to describe diverse LTI behaviors. The crossover phenomena in the phase transition is shown to exist through theoretical derivation and experimental simulation. Specifically, the final spreading scale displays a second-order continuous phase transition when individuals exhibit active LTI behaviors, and, when individuals behave negatively, a first-order discontinuous phase transition can be noticed in the final spreading scale. Additionally, the propagation phenomena might be impacted by the degree distribution heterogeneity. Finally, there is a good agreement between the outcomes of our theoretical analysis and simulation.
format Online
Article
Text
id pubmed-10047583
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-100475832023-03-29 Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network Deng, Gang Peng, Yuting Tian, Yang Zhu, Xuzhen Entropy (Basel) Article The same people exhibit various adoption behaviors for the same information on various networks. Previous studies, however, did not examine the variety of adoption behaviors on multi-layer networks or take into consideration this phenomenon. Therefore, we refer to this phenomenon, which lacks systematic analysis and investigation, as behavioral adoption diversity on multi-layered networks. Meanwhile, individual adoption behaviors have LTI (local trend imitation) characteristics that help spread information. In order to study the diverse LTI behaviors on information propagation, a two-layer network model is presented. Following that, we provide two adoption threshold functions to describe diverse LTI behaviors. The crossover phenomena in the phase transition is shown to exist through theoretical derivation and experimental simulation. Specifically, the final spreading scale displays a second-order continuous phase transition when individuals exhibit active LTI behaviors, and, when individuals behave negatively, a first-order discontinuous phase transition can be noticed in the final spreading scale. Additionally, the propagation phenomena might be impacted by the degree distribution heterogeneity. Finally, there is a good agreement between the outcomes of our theoretical analysis and simulation. MDPI 2023-03-06 /pmc/articles/PMC10047583/ /pubmed/36981346 http://dx.doi.org/10.3390/e25030458 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Deng, Gang
Peng, Yuting
Tian, Yang
Zhu, Xuzhen
Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network
title Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network
title_full Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network
title_fullStr Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network
title_full_unstemmed Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network
title_short Analysis of Influence of Behavioral Adoption Threshold Diversity on Multi-Layer Network
title_sort analysis of influence of behavioral adoption threshold diversity on multi-layer network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10047583/
https://www.ncbi.nlm.nih.gov/pubmed/36981346
http://dx.doi.org/10.3390/e25030458
work_keys_str_mv AT denggang analysisofinfluenceofbehavioraladoptionthresholddiversityonmultilayernetwork
AT pengyuting analysisofinfluenceofbehavioraladoptionthresholddiversityonmultilayernetwork
AT tianyang analysisofinfluenceofbehavioraladoptionthresholddiversityonmultilayernetwork
AT zhuxuzhen analysisofinfluenceofbehavioraladoptionthresholddiversityonmultilayernetwork