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. 2019 Jan 11;12:1046. doi: 10.3389/fnins.2018.01046

Table 1.

F1, accuracy, precision, and recall for different machine learning models.

Method F1 Accuracy Precision Recall
Random forest 0.86 ± 0.07 0.87 ± 0.06 0.86 ± 0.07 0.87 ± 0.06
GBDT 0.86 ± 0.08 0.87 ± 0.07 0.86 ± 0.07 0.86 ± 0.07
Neural network 0.86 ± 0.05 0.86 ± 0.06 0.87 ± 0.06 0.87 ± 0.05
SVM 0.90 ± 0.07 0.90 ± 0.04 0.91 ± 0.04 0.91 ± 0.04