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...
Autores principales: | , , , |
---|---|
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 |