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    政大機構典藏 > 文學院 > 臺灣史研究所 > 會議論文 >  Item 140.119/150753
    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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