Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control

G Zamzmi, K Venkatesh, B Nelson, S Prathapan… - arXiv preprint arXiv …, 2024 - arxiv.org
Background: Machine learning (ML) methods often fail with data that deviates from their
training distribution. This is a significant concern for ML-enabled devices in clinical settings …