Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data - Nguyen, Kevin P.; Treacher, Alex H.; Montillo, Albert A. (IEEE transactions on pattern analysis and machine intelligence, 2023)
Keywords: Adaptation models; Bayes methods; Biological system modeling; biomedical imaging; clinical data; Clusters; Data models; Datasets; Deep learning; Generalization; Image analysis; interpretability; Invariants; Machine learning; mixed effects model; multilevel model; Neural networks; Performance enhancement; Predictive models; Training