The Clinician and Dataset Shift in Artificial Intelligence
Samuel G. Finlayson, Adarsh Subbaswamy, Karandeep Singh, John Bowers, Annabel Kupke, Jonathan Zittrain, Isaac S. Kohane, Suchi Saria
Abstract
Dataset Shift in Clinical Trials This letter outlines how to identify, and potentially mitigate, common sources of “dataset shift” in machine-learning systems. This occurs when the model “training ...
Topics & Concepts
Paradigm shiftArtificial intelligenceComputer scienceMachine learningEpistemologyPhilosophyArtificial Intelligence in Healthcare and EducationArtificial Intelligence in HealthcareAI in cancer detection