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. 2019 Feb 25;5:e177. doi: 10.7717/peerj-cs.177

Table 5. Comparative performance between 2D CNN and other shallow neural networks.

Classifier Cross-validation Independent
Sens Spec Acc MCC Sens Spec Acc MCC
kNN 60.1 95.4 87.5 0.62 28.9 95.1 88.6 0.28
RandomForest 59.6 98.2 89.5 0.68 15.8 98 89.9 0.23
Gaussian 93.5 30.5 44.6 0.23 81.6 23.2 28.9 0.03
SVM 35.2 98.1 84 0.48 28.9 97.1 90.4 0.34
2D CNN 76.6 93.5 89.7 0.7 65.8 90.3 87.9 0.46