Impact of missing data correlated with labels to be predicted in neurodegeneration classification tasks
Mithilesh Prakash, Jussi Tohka, Alzheimer’s Disease Neuroimaging Initiative
The paper investigates how (y)-dependent MNAR data affects neurodegeneration classification, showing biases in performance metrics and the robustness of mean/median imputation over tree-based methods.