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. 2021 Feb 9;9:27840–27867. doi: 10.1109/ACCESS.2021.3058066

TABLE 23. The Performance of Cross-Validation for Deep Neural Networks (Gossip Cop Dataset).

DL models Measure Performance Methods
Accuracy Precision Recall F1-score
Modified LSTM one layer 82.5± 1.27 81.52± 4.12 79.37± 5.84 80.0± 1.74
Modified LSTM two layers 75.18± 0.86 74.78± 2.79 68.09± 5.16 70.92± 1.88
Modified LSTM three layers 75.22± 0.69 74.32± 2.59 68.78± 5.01 71.07± 1.77
Modified GRU one layer 74.81± 0.87 73.45± 2.93 69.66± 6.6 70.98± 2.49
Modified GRU two layers 86.05± 1.83 82.97± 6.84 75.66± 6.06 78.32± 4.81
Modified GRU three layers 79.74± 0.95 78.68± 3.63 75.95± 5.28 76.88± 1.43