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Identifying Network Public Opinion Leaders Based on Markov Logic Networks
Public opinion emergencies have important effect on social activities. Recognition of special communities like opinion leaders can contribute to a comprehensive understanding of the development trend of public opinion. In this paper, a network opinion leader recognition method based on relational da...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3995098/ https://www.ncbi.nlm.nih.gov/pubmed/24977188 http://dx.doi.org/10.1155/2014/268592 |
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author | Zhang, Weizhe Li, Xiaoqiang He, Hui Wang, Xing |
author_facet | Zhang, Weizhe Li, Xiaoqiang He, Hui Wang, Xing |
author_sort | Zhang, Weizhe |
collection | PubMed |
description | Public opinion emergencies have important effect on social activities. Recognition of special communities like opinion leaders can contribute to a comprehensive understanding of the development trend of public opinion. In this paper, a network opinion leader recognition method based on relational data was put forward, and an opinion leader recognition system integrating public opinion data acquisition module, data characteristic selection, and fusion module as well as opinion leader discovery module based on Markov Logic Networks was designed. The designed opinion leader recognition system not only can overcome the incomplete data acquisition and isolated task of traditional methods, but also can recognize opinion leaders comprehensively with considerations to multiple problems by using the relational model. Experimental results demonstrated that, compared with the traditional methods, the proposed method can provide a more accurate opinion leader recognition and has good noise immunity. |
format | Online Article Text |
id | pubmed-3995098 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-39950982014-06-29 Identifying Network Public Opinion Leaders Based on Markov Logic Networks Zhang, Weizhe Li, Xiaoqiang He, Hui Wang, Xing ScientificWorldJournal Research Article Public opinion emergencies have important effect on social activities. Recognition of special communities like opinion leaders can contribute to a comprehensive understanding of the development trend of public opinion. In this paper, a network opinion leader recognition method based on relational data was put forward, and an opinion leader recognition system integrating public opinion data acquisition module, data characteristic selection, and fusion module as well as opinion leader discovery module based on Markov Logic Networks was designed. The designed opinion leader recognition system not only can overcome the incomplete data acquisition and isolated task of traditional methods, but also can recognize opinion leaders comprehensively with considerations to multiple problems by using the relational model. Experimental results demonstrated that, compared with the traditional methods, the proposed method can provide a more accurate opinion leader recognition and has good noise immunity. Hindawi Publishing Corporation 2014 2014-04-01 /pmc/articles/PMC3995098/ /pubmed/24977188 http://dx.doi.org/10.1155/2014/268592 Text en Copyright © 2014 Weizhe Zhang et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhang, Weizhe Li, Xiaoqiang He, Hui Wang, Xing Identifying Network Public Opinion Leaders Based on Markov Logic Networks |
title | Identifying Network Public Opinion Leaders Based on Markov Logic Networks |
title_full | Identifying Network Public Opinion Leaders Based on Markov Logic Networks |
title_fullStr | Identifying Network Public Opinion Leaders Based on Markov Logic Networks |
title_full_unstemmed | Identifying Network Public Opinion Leaders Based on Markov Logic Networks |
title_short | Identifying Network Public Opinion Leaders Based on Markov Logic Networks |
title_sort | identifying network public opinion leaders based on markov logic networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3995098/ https://www.ncbi.nlm.nih.gov/pubmed/24977188 http://dx.doi.org/10.1155/2014/268592 |
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