Leveraging Feature Bias for Scalable Misprediction Explanation of Machine Learning Models

Author:

Gesi Jiri1,Shen Xinyun1,Geng Yunfan1,Chen Qihong1,Ahmed Iftekhar1

Affiliation:

1. Donald Bren School of ICS, University of California, Irvine,Irvine,USA

Publisher

IEEE

Reference58 articles.

1. SMOTE: Synthetic Minority Over-sampling Technique

2. Unsu-pervised traffic accident detection in first-person videos;yao;ArXiv Preprint,2019

3. Fairway: a way to build fair ML software

4. L2s: A framework for synthesizing the most probable program under a specification;xiong;TOSEM ACM Transactions on Software Engineering and Methodology,2021

5. Empirical study of transformers for source code

Cited by 4 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. Decoding cognitive health using machine learning: A comprehensive evaluation for diagnosis of significant memory concern;WIREs Data Mining and Knowledge Discovery;2024-05-28

2. Tuning Code Smell Prediction Models: A Replication Study;Proceedings of the 32nd IEEE/ACM International Conference on Program Comprehension;2024-04-15

3. Inferring Data Preconditions from Deep Learning Models for Trustworthy Prediction in Deployment;Proceedings of the IEEE/ACM 46th International Conference on Software Engineering;2024-02-06

4. Reusing Deep Learning Models: Challenges and Directions in Software Engineering;2023 IEEE John Vincent Atanasoff International Symposium on Modern Computing (JVA);2023-07-05

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