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. 2025 Jan 6;15:881. doi: 10.1038/s41598-024-84775-5

Table 9.

Analysis of comparison metrics for Dataset 1: CIC-Darknet.

Metrics CNN RNN LSTM SVM NB Proposed
Accuracy 0.920 0.957 0.953 0.801 0.825 0.990
Precision 0.912 0.916 1.000 0.840 0.818 0.996
Sensitivity 0.928 1.00 0.903 0.758 0.832 0.985
F-Measure 0.891 0.928 0.921 0.774 0.799 0.980
FPR 0.028 0.028 0.023 0.019 0.025 0.009
FNR 0.010 0.007 0.004 0.004 0.009 0.006