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. 2023 Feb 13;14:1059492. doi: 10.3389/fneur.2023.1059492

Table 1.

Correlations between predicted AD values and true values under different models and different selected miRNA panels.

miRNA Whole genome miRNA expression (1,605) Spearman correlation (top 400)
Scores Accuracy Precision Recall F1_score AUPR AUC Accuracy Precision Recall F1_score AUPR AUC
SVC 0.8342 0.8926 0.8952 0.8939 0.9087 0.8126 0.7785 0.8741 0.8364 0.8549 0.8837 0.7339
SVR (linear) 0.7217 0.8526 0.7668 0.8074 0.9054 0.7855 0.8171 0.842 0.9213 0.8799 0.9217 0.8253
SVR (rbf) 0.8851 0.879 0.9854 0.9292 0.9274 0.8514 0.8926 0.8862 0.9863 0.9335 0.9273 0.8564
KNN (regression) 0.8235 0.8297 0.9736 0.8959 0.9015 0.7703 0.8296 0.8342 0.9755 0.8993 0.9195 0.806632
miRNA 3D and expression overlap (214) 3D cluster, DBSCAN (100)
Scores Accuracy Precision Recall F1_score AUPR AUC Accuracy Precision Recall F1_score AUPR AUC
SVC 0.8266 0.8825 0.8972 0.8898 0.9173 0.817 0.8449 0.8685 0.9442 0.9047 0.92 0.8186
SVR (linear) 0.8169 0.8169 0.9637 0.8843 0.9197 0.8215 0.7513 0.7465 0.9943 0.8528 0.9132 0.79
SVR (rbf) 0.8853 0.8797 0.9833 0.9286 0.9272 0.8571 0.8686 0.8692 0.9734 0.9183 0.9286 0.8553
KNN (regression) 0.8411 0.8362 0.9902 0.9067 0.9172 0.8002 0.8426 0.8376 0.9902 0.9075 0.9153 0.8052