A Theoretical Framework for AI Models Explainability with Application in Biomedicine

Author:

Rizzo Matteo1,Veneri Alberto2,Albarelli Andrea1,Lucchese Claudio1,Nobile Marco1,Conati Cristina3

Affiliation:

1. Ca’ Foscari University,Department of Computer Science,Venice,Italy

2. Ca’ Foscari University & ISTI-CNR,Department of Computer Science,Venice,Italy

3. University of British Columbia,Department of Computer Science,Vancouver,Canada

Publisher

IEEE

Reference38 articles.

1. A global taxonomy of interpretable ai: unifying the terminology for the technical and social sciences;graziani;Artificial Intelligence Review,2022

2. The Impact of Variable Selection and Transformation on the Interpretability and Accuracy of Fuzzy Models

3. Is Attention Interpretable?

4. On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

5. Definitions, methods, and applications in interpretable machine learning;murdoch;Proceedings of the National Academy of Sciences,2019

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Evaluating the Faithfulness of Causality in Saliency-Based Explanations of Deep Learning Models for Temporal Colour Constancy;Communications in Computer and Information Science;2024

2. Learner Modeling Interpretability and Explainability in Intelligent Adaptive Systems;Integrated Science;2024

3. Explaining Learning to Rank Methods to Improve Them;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3