Modeling and analysis of the social network of Dream of Red Mansions based on natural language processing

DOI

10.2991/978-94-6463-419-8_21How to use a DOI?

Keywords

Natural language processing; Social network; Data Mining; Digital Humanities; A Dream of Red Mansions

Abstract

With the development of machine learning technology gradually deepening, the research and application of relationship mapping has also made great progress. Therefore, the analysis of character relationship mapping using social network model breaks the limitation of the traditional storage medium of character relationship, and the data obtained from the integration is used to illustrate the primary and secondary of the characters in the article with the primary and secondary of the data in a visual expression, so as to constitute the character relationship mapping, which is expressed in the form that is more close to the world of human cognition, and provides the readers with a convenient and concise access, and the readers can have a clearer understanding and awareness of the article”s The reader can have a clearer understanding and awareness of the character relationships and the main story line in the article. Readers can have a clearer understanding of the character relationships and story lines in the article.Literary works have been one of the research focuses in the direction of digital humanities, and the relationship construction of literary works is carried out through the way of complex networks. This thesis takes Dream of the Red Mansions as the object of analysis, adopts the model of natural language processing for data extraction, and analyses the structure of the article through the method of text analysis. By studying the main relationships of the characters in the novel, the social network model is adopted for modelling and analysis, focusing on the complex network analysis method for construction. To a certain extent, it describes the characters” character as well as the storyline in the novel. This thesis finally obtains the character relationship diagram of Dream of the Red Mansions, which is analysed by further experimental results, which show that the character relationship diagram of the text of Dream of the Red Mansions has small-world characteristics.

Copyright

© 2024 The Author(s)

Open Access

Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial 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.

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TY  - CONF
AU  - Yueming Liu
AU  - Chiawei Chu
AU  - Jiaheng Yang
AU  - Haokai Deng
AU  - Yifeng Hua
PY  - 2024
DA  - 2024/05/07
TI  - Modeling and analysis of the social network of Dream of Red Mansions based on natural language processing
BT  - Proceedings of the 3rd International Academic Conference on Blockchain, Information Technology and Smart Finance (ICBIS 2024)
PB  - Atlantis Press
SP  - 163
EP  - 172
SN  - 2589-4900
UR  - https://doi.org/10.2991/978-94-6463-419-8_21
DO  - 10.2991/978-94-6463-419-8_21
ID  - Liu2024
ER  -