Table 4.
Author, Year, Reference | Image | Sample Size | Feature Selection | Modeling | Model Evaluation |
---|---|---|---|---|---|
Lv, W. (2018) [101] | PET/CT | 106 | Intra-class coefficient | LR with LOOCV | AUC 0.89 |
Du, D. (2020) [102] | PET/CT | 76 | MIM, FSCR, RELF-F, MRMR, CMIM, JMI, SC > 0.7 | DT, KNN, LDA, LR, NB, RF, and SVM with radial basis function kernel | AUC 0.892 |
Logistic regression with leave-one-out cross-validation (LOOCV), mutual information maximization (MIM), Relief-F (RELF-F), conditional mutual information maximization (CMIM), Fisher score (FSCR), joint mutual information (JMI), Spearman’s correlation (SC).