It's easy to fool yourself: Case studies on identifying bias and confounding in bio-medical datasets

Subhashini Venugopalan, Arunachalam Narayanaswamy, Samuel Yang +10

Confounding variables are a well known source of nuisance in biomedical studies. They present an even greater challenge when we combine them with black-box machine learning techniq…