Coston, Amanda
- Conditional Learning of Fair Representations
2019/10/16 by Han Zhao, Zhao, Han, Amanda Coston +5 · 8 citations
Social Sciences · #Ethics and Social Impacts of AI
- Counterfactual Risk Assessments, Evaluation, and Fairness
2019/08/30 by Coston, Amanda, Mishler, Alan, Kennedy, Edward H. +1 · 5 citations
#Applications (stat.AP) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms
2022/06/30 by Amanda Coston, Coston, Amanda, Anna Kawakami +7 · 7 citations
Computer Science · Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Qualitative Comparative Analysis Research
- Characterizing Fairness Over the Set of Good Models Under Selective Labels
2021/01/02 by Coston, Amanda, Rambachan, Ashesh, Chouldechova, Alexandra · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Ground(less) Truth: A Causal Framework for Proxy Labels in Human-Algorithm Decision-Making
2023/02/13 by Luke Guerdan, Amanda Coston, Guerdan, Luke +5 · 4 citations
Computer Science · Social Sciences · Psychology · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI #Human-Automation Interaction and Safety
- Studying Up Public Sector AI: How Networks of Power Relations Shape Agency Decisions Around AI Design and Use
2024/05/21 by Anna Kawakami, Amanda Coston, Kawakami, Anna +7 · 4 citations
Social Sciences · #Artificial Intelligence (cs.AI) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Qualitative Comparative Analysis Research
- Robust Design and Evaluation of Predictive Algorithms under Unobserved Confounding
2022/12/19 by Rambachan, Ashesh, Coston, Amanda, Kennedy, Edward · 2 citations
#Computers and Society (cs.CY) #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Methodology (stat.ME)