學術產出-期刊論文
| 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 | 24-二月-2025 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 | https://doi.org/10.1080/10447318.2024.2441015 |
| dc.contributor | 資管系 | |
| dc.creator (作者) | 簡士鎰 | |
| dc.creator (作者) | Chien, Shih-Yi;Wang, Yi-Fan;Cheng, Kuang-Ting;Chen, Yu-Che | |
| dc.date (日期) | 2024-12 | |
| dc.date.accessioned | 24-二月-2025 15:36:58 (UTC+8) | - |
| dc.date.available | 24-二月-2025 15:36:58 (UTC+8) | - |
| dc.date.issued (上傳時間) | 24-二月-2025 15:36:58 (UTC+8) | - |
| dc.identifier.uri (URI) | https://nccur.lib.nccu.edu.tw/handle/140.119/155779 | - |
| dc.description.abstract (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. | |
| dc.format.extent | 109 bytes | - |
| dc.format.mimetype | text/html | - |
| dc.relation (關聯) | International Journal of Human-Computer Interaction, pp.1-17 | |
| dc.subject (關鍵詞) | XAI; culture; trust; privacy; transparency; explainability; recommender system | |
| dc.title (題名) | Comparative Study of XAI Perception between Eastern and Western Cultures | |
| dc.type (資料類型) | article | |
| dc.identifier.doi (DOI) | 10.1080/10447318.2024.2441015 | |
| dc.doi.uri (DOI) | https://doi.org/10.1080/10447318.2024.2441015 |