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. 2021 Apr 26;21(9):3025. doi: 10.3390/s21093025

Table 9.

Performance evaluation of six commonly used machine learning classifiers test for malicious and normal traffic detection over IoT healthcare dataset generated using IoT-Flock [16,24].

ML Classifier Precision Recall Accuracy F1-Score
NB 79.6711 99.7053 52.1823 68.5092
KNN 99.6502 99.6867 99.4873 99.5869
RF 99.7068 99.7952 99.5123 99.6535
AB 99.5548 99.4459 99.5039 99.4749
LogR 95.287 90.3516 99.5039 94.7072
DT 99.6944 99.7993 99.4789 99.6388