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政大機構典藏 > 商學院 > 資訊管理學系 > 會議論文 > Item 140.119/154339

Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/154339

Title:	Building XAI for Fall Prevention System: An Evaluation of the Potential of LIME and SHAP in Bridging Trust Gap
Authors:	張欣綠 Chang, Hsin-Lu;Hou, Yun Ti
Contributors:	資管系
Date:	2024-07
Issue Date:	2024-11-15 10:26:48 (UTC+8)
Abstract:	Nowadays AI has become a popular research topic and has rapidly developed in the medical field. Despite AI becoming increasingly powerful and multifunctional, it has led to the problem of the 'black box', creating a trust gap between AI and its users. This gap could hinder the adoption of AI methods and decrease the development of AI in the medical sector. The emergence of XAI (Explainable AI) offers a potential solution by explaining the predictive results of models, which may increase users' trust in these models. This study integrates the XAI algorithms LIME and SHAP into an AI-based fall prevention system. We designed an experiment to observe whether the integration of XAI into the fall prevention system impacts three metrics: user trust, satisfaction with explanations, and comprehension of explanations, as well as to assess how these effects might differ across models with varying accuracy levels.
Relation:	Proceedings of Pacific-Asia Conference on Information Systems, AIS
Data Type:	conference
Appears in Collections:	[資訊管理學系] 會議論文

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