A Review of Feature Reduction Techniques in Neuroimaging

Feature reduction is an essential step before training a machine learning model to avoid overfitting and therefore improving model prediction accuracy and generalization ability and in this review, feature reduction techniques used with machine learning in neuroimaging studies are discussed.