Unifying Domain Adaptation and Domain Generalization for Robust Prediction Across Minority Racial Groups

• Published in: Machine Learning and Knowledge Discovery in Databases. Research Track Vol. 12975; pp. 521 - 537
• Main Authors: Khoshnevisan, Farzaneh, Chi, Min
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2021; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Cross-racial transfer; Domain adaptation; Domain generalization; Septic shock

In clinical deployment, the performance of a model trained from one or more medical systems often deteriorates on another system and such deterioration is especially evident among minority patients who often have limited data. In this work, we present a multi-source adversarial domain separation (MS...