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. 2022 Feb 17;16:813056. doi: 10.3389/fnins.2022.813056

TABLE 3.

Aneurysm rupture risk estimation performance of our method and two related works based on CADA dataset.

Classifier Method F2-score ACC AUC Precision Recall
XGBoost Liu et al., 2021 0.673 0.652 n/a 0.583 0.700
Ours 0.715 0.767 0.803 0.773 0.714
KNN Ivantsits et al., 2021 0.690 0.660 n/a n/a n/a
Ours 0.789 0.791 0.811 0.755 0.803
RF Ivantsits et al., 2021 n/a 0.690 n/a n/a n/a
Ours 0.675 0.751 0.810 0.771 0.660
SVM Ours 0.724 0.775 0.820 0.779 0.732
LR Ours 0.731 0.776 0.834 0.761 0.732

Better results for each specified classifier are highlighted in bold black. The best results for each of these metrics are highlighted in bold red.