Research Article

[Retracted] Adaptive Anomaly Detection Framework Model Objects in Cyberspace

Table 9

Testing results of KNN algorithm.

Accuracy (%)Sensitivity (%)Specificity (%)Precision (%)Recall (%)F1 score (%)Time (second)

KDD Cup’9999.4099.7181.6999.6881.6999.70255.42
NSL-KDD87.6581.2794.7794.5581.2787.41168.09
ISCX99.9599.9499.6499.8899.9499.9194.83
ICI-ID201798.6198.7998.3598.7998.8398.5753.67