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Network Extraction and Analysis of Character Relationships in Chinese Literary Works
Character relationships in literary works can be interpreted and analyzed from the perspective of social networks. Analysis of intricate character relationships helps to better understand the internal logic of plot development and explore the significance of a literary work. This paper attempts to e...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9124099/ https://www.ncbi.nlm.nih.gov/pubmed/35607464 http://dx.doi.org/10.1155/2022/7295834 |
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author | Fan, Chao Li, Yu |
author_facet | Fan, Chao Li, Yu |
author_sort | Fan, Chao |
collection | PubMed |
description | Character relationships in literary works can be interpreted and analyzed from the perspective of social networks. Analysis of intricate character relationships helps to better understand the internal logic of plot development and explore the significance of a literary work. This paper attempts to extract social networks from Chinese literary works based on co-word analysis. In order to analyze character relationships, both social network analysis and cluster analysis are carried out. Network analysis is performed by calculating degree distribution, clustering coefficient, shortest path length, centrality, etc. Cluster analysis is used for partitioning characters into groups. In addition, an improved visualization method of hierarchical clustering is proposed, which can clearly exhibit character relationships within clusters and the hierarchical structure of clusters. Finally, experimental results demonstrate that the proposed method succeeds in establishing a comprehensive framework for extracting networks and analyzing character relationships in Chinese literary works. |
format | Online Article Text |
id | pubmed-9124099 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-91240992022-05-22 Network Extraction and Analysis of Character Relationships in Chinese Literary Works Fan, Chao Li, Yu Comput Intell Neurosci Research Article Character relationships in literary works can be interpreted and analyzed from the perspective of social networks. Analysis of intricate character relationships helps to better understand the internal logic of plot development and explore the significance of a literary work. This paper attempts to extract social networks from Chinese literary works based on co-word analysis. In order to analyze character relationships, both social network analysis and cluster analysis are carried out. Network analysis is performed by calculating degree distribution, clustering coefficient, shortest path length, centrality, etc. Cluster analysis is used for partitioning characters into groups. In addition, an improved visualization method of hierarchical clustering is proposed, which can clearly exhibit character relationships within clusters and the hierarchical structure of clusters. Finally, experimental results demonstrate that the proposed method succeeds in establishing a comprehensive framework for extracting networks and analyzing character relationships in Chinese literary works. Hindawi 2022-05-14 /pmc/articles/PMC9124099/ /pubmed/35607464 http://dx.doi.org/10.1155/2022/7295834 Text en Copyright © 2022 Chao Fan and Yu Li. https://creativecommons.org/licenses/by/4.0/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 Fan, Chao Li, Yu Network Extraction and Analysis of Character Relationships in Chinese Literary Works |
title | Network Extraction and Analysis of Character Relationships in Chinese Literary Works |
title_full | Network Extraction and Analysis of Character Relationships in Chinese Literary Works |
title_fullStr | Network Extraction and Analysis of Character Relationships in Chinese Literary Works |
title_full_unstemmed | Network Extraction and Analysis of Character Relationships in Chinese Literary Works |
title_short | Network Extraction and Analysis of Character Relationships in Chinese Literary Works |
title_sort | network extraction and analysis of character relationships in chinese literary works |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9124099/ https://www.ncbi.nlm.nih.gov/pubmed/35607464 http://dx.doi.org/10.1155/2022/7295834 |
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