Yu-Hao Li

A Review on Human-Centered Machine Learning for Decision Support in High-Stakes Domains

It is argued that machine learning should support human judgment instead of replacing it, and common machine learning methods and several human-centered requirements are discussed, including explainability, appropriate trust, usability, workflow integration, fairness, accountability, and human oversight.