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Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/150753

Title:	Into the Dynamics of Interpersonal Relationships from Diachronic Documents: Text-based Temporal Social Network Construction
Authors:	薛化元 Hsueh, Hua-Yuan;Lee, Chieh-Yu;Henriot, Christian;Liu, Jyi-Shane;Huang, Hen-Hsen
Contributors:	台史所
Keywords:	interpersonal relation extraction;sentence compression;temporal graph neural network;diachronic document processing;dynamics of social networks
Date:	2023-10
Issue Date:	2024-04-11 09:16:30 (UTC+8)
Abstract:	In this work, we propose an alternative approach for constructing temporal social networks from diachronic documents by leveraging both graph and textual information. Our framework utilizes a randomized relation extraction model to extract interpersonal relationships among people from long-form documents and then enhances the extracted social network through inference on a temporal knowledge graph. The effectiveness of our approach is demonstrated through experiments on two datasets, including a politician's diary and a newspaper archive, and it has potential applications in various interdisciplinary fields such as computational politics and computational history.
Relation:	The 22nd IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2023), Technical Community on Intelligent Informatics
Data Type:	conference
DOI 連結:	https://doi.org/10.1109/WI-IAT59888.2023.00024
DOI:	10.1109/WI-IAT59888.2023.00024
Appears in Collections:	[臺灣史研究所] 會議論文

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