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cs.LG2025★ 1 cited
On the Geometry of Receiver Operating Characteristic and Precision-Recall Curves
Reza Sameni
We study the geometry of Receiver Operating Characteristic (ROC) and Precision-Recall (PR) curves in binary classification problems. The key finding is that many of the most common…
cs.LG2023★ 2 cited
Beyond Convergence: Identifiability of Machine Learning and Deep Learning Models
Reza Sameni
Machine learning (ML) and deep learning models are extensively used for parameter optimization and regression problems. However, not all inverse problems in ML are ``identifiable,'…