Poetry can group: social relations among poets in Tang Dynasty based on Word2vec and social network

被引:0
|
作者
Fang, Yanbin [1 ]
Li, Qinwei [1 ]
Liu, Yuzhuo [1 ]
Wei, Jincheng [1 ]
Li, Yiran [2 ]
机构
[1] Wuhan Univ, Sch Informat Management, Wuhan 430072, Peoples R China
[2] Zhejiang Univ Technol, Sch Management, Hangzhou 310023, Peoples R China
关键词
poetic social; Word2vec; deep learning; social network; poetic similarity;
D O I
10.1117/12.2620182
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The study sought to dig deeply into the social relations of poets in Tang Dynasty through Tang poetry. Based on Word2vec, we trained the corpus of Tang poetry and generated the word vector, thus WMD was used to calculate the poetic similarity to reflect the poetic style; we use Gephi to construct the poets' social relation network and use network analysis algorithms, including Community detection, Network shortcuts, etc to quantify the integral and partial attributes of the networks and to analyze the characteristics of "poetic social" and how the poet's own attributes affect the poet social on the macroscopic and microcosmic levels. Furthermore, poetic similarity were used to analyze the evolution characteristics of poetry styles under the influence of "poetic social". The study shows that there are some phenomena such as small groups and long tail effect in poets' social interaction; the social closeness of poets is related to the attributes of poets to varying extent; the social relations and poetic styles influence each other in development.
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页数:6
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