Understanding Uncertainty: How Lay Decision-makers Perceive and Interpret Uncertainty in Human-AI Decision Making

Author:

Prabhudesai Snehal1ORCID,Yang Leyao2ORCID,Asthana Sumit1ORCID,Huan Xun3ORCID,Liao Q. Vera4ORCID,Banovic Nikola5ORCID

Affiliation:

1. Computer Science and Engineering, University of Michigan, United States

2. Columbia University, United States

3. Mechanical Engineering, University of Michigan, United States

4. Microsoft Research, Canada

5. Electrical Engineering and Computer Science, University of Michigan, United States

Publisher

ACM

Reference115 articles.

1. Guidelines for Human-AI Interaction

2. Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

3. Matthew Arnold Rachel K. E. Bellamy Michael Hind Stephanie Houde Sameep Mehta Aleksandra Mojsilovic Ravi Nair Karthikeyan Natesan Ramamurthy Darrell Reimer Alexandra Olteanu David Piorkowski Jason Tsay and Kush R. Varshney. 2018. FactSheets: Increasing Trust in AI Services through Supplier's Declarations of Conformity. https://doi.org/10.48550/ARXIV.1808.07261 10.48550/ARXIV.1808.07261

4. Matthew Arnold Rachel K. E. Bellamy Michael Hind Stephanie Houde Sameep Mehta Aleksandra Mojsilovic Ravi Nair Karthikeyan Natesan Ramamurthy Darrell Reimer Alexandra Olteanu David Piorkowski Jason Tsay and Kush R. Varshney. 2018. FactSheets: Increasing Trust in AI Services through Supplier's Declarations of Conformity. https://doi.org/10.48550/ARXIV.1808.07261

5. Investigating User Confidence for Uncertainty Presentation in Predictive Decision Making

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