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Topic Extraction on Twitter Considering Author's Role Based on Bipartite Networks

机译：基于双向网络的考虑作者角色的Twitter主题提取

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摘要

This paper proposes a quality topic extraction on Twitter based on author's role on bipartite networks. We suppose that author's role which means who were in what group, affects the quality of extracted topics. Our proposed method expresses relations between authors and words as bipartite networks, explores author's role by forming clusters using our original community detection technique, and finds quality topics considering the semantic accuracy of words and author's role.

机译：本文根据作者在两方网络中的角色，提出了Twitter上的高质量主题提取。我们假设作者的角色（这意味着谁属于哪个组）会影响所提取主题的质量。我们提出的方法通过双向网络将作者和单词之间的关系表达出来，利用我们的原始社区检测技术通过形成聚类来探索作者的角色，并考虑单词的语义准确性和作者的角色来找到高质量的主题。

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来源
《Discovery science》|2017年|239-247|共9页
会议地点 Kyoto(JP)
作者
Takako Hashimoto; Tetsuji Kuboyama; Hiroshi Okamoto; Kilho Shin;
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作者单位

Chiba University of Commerce, Ichikawa, Japan;

Gakushuin University, Tokyo, Japan;

RIKEN Brain Science Institute, Saitama, Japan;

University of Hyogo, Kobe, Japan;

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会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
Topic extraction; Social media analysis; Twitter analysis; Bipartite network; Data mining; Community detection;

机译：主题提取；社交媒体分析； Twitter分析；双向网络；数据挖掘;社区检测;

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1. Explore semantic topics and author communities for citation recommendation in bipartite bibliographic network [J] . Tao Dai, Li Zhu, Xiaoyan Cai, Journal of ambient intelligence and humanized computing . 2018,第4期

机译：在二部书目网络中探索语义主题和作者社区以进行引文推荐
2. Twitter-based traffic delay detection based on topic propagation analysis using railway network topology [J] . Wang Yuanyuan, Siriaraya Panote, Kawai Yukiko, Personal and Ubiquitous Computing . 2019,第2期

机译：基于铁路网络拓扑的基于主题传播分析的基于Twitter的交通延迟检测
3. Twitter-based traffic delay detection based on topic propagation analysis using railway network topology [J] . Wang Yuanyuan, Siriaraya Panote, Kawai Yukiko, Personal and Ubiquitous Computing . 2019,第2期

机译：基于主题传播分析的基于Twitter的流量延迟检测使用铁路网络拓扑
4. Topic Extraction on Twitter Considering Author's Role Based on Bipartite Networks [C] . Takako Hashimoto, Tetsuji Kuboyama, Hiroshi Okamoto, International Conference on Discovery Science . 2017

机译：考虑作者基于二分网络的作者角色，Twitter上的主题提取
5. Bipartite Network Community Detection: Development and Survey of Algorithmic and Stochastic Block Model Based Methods [D] . Sun, Yidan. 2021

机译：二角形网络社区检测：基于算法和随机块模型的发展与调查
6. Large Scale Application of Neural Network Based Semantic Role Labeling for Automated Relation Extraction from Biomedical Texts [O] . Thorsten Barnickel, Jason Weston, Ronan Collobert, 2009

机译：基于神经网络的语义角色标记在生物医学文本自动关系提取中的大规模应用
7. A Group-Based Yule Model for Bipartite Author-Paper Networks [O] . Goldstein, Michel L., Morris, Steven A., Yen, Gary G. 2004

机译：基于组的Yule模型用于二分作者 - 纸网络

Topic Extraction on Twitter Considering Author's Role Based on Bipartite Networks

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