When Confidence Meets Accuracy: Exploring the Effects of Multiple Performance Indicators on Trust in Machine Learning Models

Author:

Rechkemmer Amy1,Yin Ming2

Affiliation:

1. Department of Computer Science, Purdue University, United States

2. Purdue University, United States

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference62 articles.

1. Guidelines for Human-AI Interaction

2. Towards improving trust in context-aware systems by displaying system confidence

3. Evaluating the Effects of Displaying Uncertainty in Context-Aware Applications

4. Gagan Bansal , Besmira Nushi , Ece Kamar , Walter  S. Lasecki , Daniel  S. Weld , and Eric Horvitz . 2019 . Beyond Accuracy: The Role of Mental Models in Human-AI Team Performance . In Proceedings of the Seventh AAAI Conference on Human Computation and Crowdsourcing. Gagan Bansal, Besmira Nushi, Ece Kamar, Walter S. Lasecki, Daniel S. Weld, and Eric Horvitz. 2019. Beyond Accuracy: The Role of Mental Models in Human-AI Team Performance. In Proceedings of the Seventh AAAI Conference on Human Computation and Crowdsourcing.

5. Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff

Cited by 29 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. To Err Is AI! Debugging as an Intervention to Facilitate Appropriate Reliance on AI Systems;Proceedings of the 35th ACM Conference on Hypertext and Social Media;2024-09-10

2. Effects of machine learning errors on human decision-making: manipulations of model accuracy, error types, and error importance;Cognitive Research: Principles and Implications;2024-08-26

3. Explainability for Transparent Conversational Information-Seeking;Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval;2024-07-10

4. Can I Trust You? Rethinking Calibration with Controllable Confidence Ranking;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

5. Convolutional Automatic Identification of B-lines and Interstitial Syndrome in Lung Ultrasound Images Using Pre-Trained Neural Networks with Feature Fusion;2024-06-18

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