Hao-Fei Cheng

schoolUniversity of Minnesotabar_chart#5989 Global Rank

Total Papers

HCI Rank

#5989

Research Areas

Years Active

Recent Publications

Soliciting Stakeholders’ Fairness Notions in Child Maltreatment Predictive Systems

Recent work in fair machine learning has proposed dozens of technical definitions of algorithmic fairness and methods for enforcing these definitions. However, we still lack an understanding of how to develop machine learning systems with fairness criteria that reflect relevant stakeholders' nuanced viewpoints in rea…

CHI '191st AuthorExplainable AI (XAI) +1

Explaining Decision-Making Algorithms through UI: Strategies to Help Non-Expert Stakeholders

Increasingly, algorithms are used to make important decisions across society. However, these algorithms are usually poorly understood, which can reduce transparency and evoke negative emotions. In this research, we seek to learn design principles for explanation interfaces that communicate how decision-making algorith…

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