Clinical Behavior Analysis

Clinical behavior analysis utilizes high-dimensional datasets to identify patterns in healthcare delivery and provider practice. Fillmore and his collaborators developed a hypersphere clustering autoencoder framework to characterize providers based on prescription and procedure patterns within Medicare claims data. This approach demonstrates superior accuracy over traditional clustering methods in analyzing sparse count vectors of clinical actions.