Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier

Table 2

Comparison of recognition rate in percentage (%) on the attack feature sets with different classifiers.

Related works	Average recognition rate per category under localization attacks (without feature extraction)				Average recognition rate per category under localization attacks (with distributed feature extraction)
	Unassailed	Wormhole	Interference	Replay	Unassailed	Wormhole	Interference	Replay
PEPMK-SVM	80.27	73.78	79.03	78.49	91.56	91.97	90.85	93.28
MK-SVM	72.99	64.29	67.47	70.59	80.47	76.98	79.31	84.56
C-SVM	59.14	56.49	38.63	61.17	62.54	66.15	49.25	68.72
MoM-DSVM	73.42	68.96	73.85	75.21	82.39	83.76	80.02	86.54
LR	71.84	59.31	71.75	66.84	79.27	70.38	82.59	82.81