Relationship Between Prediction Accuracy and Feature Importance Reliability: an Empirical and Theoretical Study
Jianzhong Chen, Leon Qi Rong Ooi, Trevor Wei Kiat Tan…·B.T. Thomas Yeo
This study investigates the relationship between prediction accuracy and feature importance reliability in neuroimaging data, showing that feature importance reliability can be high with sufficient sample size and is positively correlated with prediction accuracy.