政大機構典藏-National Chengchi University Institutional Repository(NCCUR):Item 140.119/154339

English | 正體中文 | 简体中文 | Post-Print筆數 : 27 | Items with full text/Total items : 113318/144297 (79%)
Visitors : 51098015 Online Users : 329

RC Version 6.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.

Home ‧ Login ‧ Upload ‧ Help ‧ About ‧ Administer

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

Files in This Item:

File	Description	Size	Format
index.html		0Kb	HTML	17	View/Open

社群 sharing

著作權政策宣告 Copyright Announcement

1.本網站之數位內容為國立政治大學所收錄之機構典藏，無償提供學術研究與公眾教育等公益性使用，惟仍請適度，合理使用本網站之內容，以尊重著作權人之權益。商業上之利用，則請先取得著作權人之授權。
The digital content of this website is part of National Chengchi University Institutional Repository. It provides free access to academic research and public education for non-commercial use. Please utilize it in a proper and reasonable manner and respect the rights of copyright owners. For commercial use, please obtain authorization from the copyright owner in advance.

2.本網站之製作，已盡力防止侵害著作權人之權益，如仍發現本網站之數位內容有侵害著作權人權益情事者，請權利人通知本網站維護人員(nccur@nccu.edu.tw)，維護人員將立即採取移除該數位著作等補救措施。
NCCU Institutional Repository is made to protect the interests of copyright owners. If you believe that any material on the website infringes copyright, please contact our staff(nccur@nccu.edu.tw). We will remove the work from the repository and investigate your claim.

Loading...