Statistically valid explainable black-box machine learning: applications in sex classification across species using brain imaging
Tingshan Liu, Jayanta K. Dey, B. Xu…·Joshua T Vogelstein
This paper develops a framework combining Oblique Random Forests and NEOFIT for sex classification in brain imaging across species, achieving high accuracy and interpretable feature importance.