The Rise of Open-Sourced Machine Learning in Small and Imbalanced Datasets: Predicting In-Stent Restenosis

Affiliations

• ¹ Division of Cardiology and Cardiovascular Research Institute, Cardiology, Department of Medicine, University of California, San Francisco, California, USA. Electronic address: robert.avram@ucsf.edu.
• ² Division of Cardiology and Cardiovascular Research Institute, Cardiology, Department of Medicine, University of California, San Francisco, California, USA.
• ³ Division of Cardiology and Cardiovascular Research Institute, Cardiology, Department of Medicine, University of California, San Francisco, California, USA; Bakar Computational Health Sciences Institute, University of California, San Francisco, California, USA.