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    政大機構典藏 > 商學院 > 資訊管理學系 > 期刊論文 >  Item 140.119/155779


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    題名: Comparative Study of XAI Perception between Eastern and Western Cultures
    作者: 簡士鎰
    Chien, Shih-Yi;Wang, Yi-Fan;Cheng, Kuang-Ting;Chen, Yu-Che
    貢獻者: 資管系
    關鍵詞: XAI;culture;trust;privacy;transparency;explainability;recommender system
    日期: 2024-12
    上傳時間: 2025-02-24 15:36:58 (UTC+8)
    摘要: This study examines the impact of Explainable AI (XAI) on users’ cognitive and affective responses, with a particular emphasis on cross-cultural differences. Utilizing the Situation Awareness-Based Agent Transparency model, our XAI mechanisms varied in terms of transparency levels and explanation types. Survey studies conducted in the United States (N = 1200) and Taiwan (N = 600) assessed the cultural influences on XAI perception. Our findings identified significant cultural differences, with Western cultures demonstrating an increased awareness of data privacy and exhibiting a pronounced reluctance to trust AI services. The results further revealed that Eastern cultures emphasized rational analysis in evaluating privacy risk, whereas Western cultures were more inclined to employ emotional responses to assess privacy concerns. Regarding the effectiveness of XAI mechanisms, both the low system transparency with an example-based method and high system transparency with a feature-based method yielded similar positive outcomes. Additionally, while the U.S. group exhibited little variance between conditions, Taiwanese participants demonstrated heightened sensitivity to differences in XAI approaches.
    關聯: International Journal of Human-Computer Interaction, pp.1-17
    資料類型: article
    DOI 連結: https://doi.org/10.1080/10447318.2024.2441015
    DOI: 10.1080/10447318.2024.2441015
    顯示於類別:[資訊管理學系] 期刊論文

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