CU Department of Biomedical Informatics professor and founding chair Casey Greene, PhD, along with other researchers outline the challenges and emerging solutions for using machine learning (ML) for small sample sets, specifically in rare diseases. Advances in ML methods for rare diseases are likely to be informative for applications beyond rare diseases for which few samples exist with high-dimensional data.
