Cargando…
Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets
The description of user behavior in social networks is an important issue for studying social networks. Given that Petri nets can describe the resource flow problem, this study utilizes the features of Petri nets to portray the user behavior states during the message propagation of a micro-blog netw...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6971255/ https://www.ncbi.nlm.nih.gov/pubmed/31959789 http://dx.doi.org/10.1038/s41598-019-57237-6 |
_version_ | 1783489686086352896 |
---|---|
author | Liang, Xun Zhang, Shusen Liu, Yu Ma, Yuefeng |
author_facet | Liang, Xun Zhang, Shusen Liu, Yu Ma, Yuefeng |
author_sort | Liang, Xun |
collection | PubMed |
description | The description of user behavior in social networks is an important issue for studying social networks. Given that Petri nets can describe the resource flow problem, this study utilizes the features of Petri nets to portray the user behavior states during the message propagation of a micro-blog network and presents an information propagation formalized representation method of a micro-blog network. On this basis, this study analyzed the proposed formalized representation method in detail. We provide examples of applying formalized representation (e.g., micro-blog network addiction of users, user behavior influence, and public opinion analysis). In addition, we introduce the algorithms of formalized representation. We conduct experiments using Sina micro-blog data. Results show that the information propagation formalized representation method of micro-blog network based on Petri nets can depict user behaviors of micro-blog network intuitively and accurately. This study reveals a new perspective for information transmission of a micro-blog network and provides some tools to support public opinion monitoring and micro-blog marketing applications. |
format | Online Article Text |
id | pubmed-6971255 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-69712552020-01-27 Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets Liang, Xun Zhang, Shusen Liu, Yu Ma, Yuefeng Sci Rep Article The description of user behavior in social networks is an important issue for studying social networks. Given that Petri nets can describe the resource flow problem, this study utilizes the features of Petri nets to portray the user behavior states during the message propagation of a micro-blog network and presents an information propagation formalized representation method of a micro-blog network. On this basis, this study analyzed the proposed formalized representation method in detail. We provide examples of applying formalized representation (e.g., micro-blog network addiction of users, user behavior influence, and public opinion analysis). In addition, we introduce the algorithms of formalized representation. We conduct experiments using Sina micro-blog data. Results show that the information propagation formalized representation method of micro-blog network based on Petri nets can depict user behaviors of micro-blog network intuitively and accurately. This study reveals a new perspective for information transmission of a micro-blog network and provides some tools to support public opinion monitoring and micro-blog marketing applications. Nature Publishing Group UK 2020-01-20 /pmc/articles/PMC6971255/ /pubmed/31959789 http://dx.doi.org/10.1038/s41598-019-57237-6 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Liang, Xun Zhang, Shusen Liu, Yu Ma, Yuefeng Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets |
title | Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets |
title_full | Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets |
title_fullStr | Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets |
title_full_unstemmed | Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets |
title_short | Information Propagation Formalized Representation of Micro-blog Network Based on Petri Nets |
title_sort | information propagation formalized representation of micro-blog network based on petri nets |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6971255/ https://www.ncbi.nlm.nih.gov/pubmed/31959789 http://dx.doi.org/10.1038/s41598-019-57237-6 |
work_keys_str_mv | AT liangxun informationpropagationformalizedrepresentationofmicroblognetworkbasedonpetrinets AT zhangshusen informationpropagationformalizedrepresentationofmicroblognetworkbasedonpetrinets AT liuyu informationpropagationformalizedrepresentationofmicroblognetworkbasedonpetrinets AT mayuefeng informationpropagationformalizedrepresentationofmicroblognetworkbasedonpetrinets |