Spoofing Attack Detection Using Machine Learning in Cross-Technology Communication

Table 1

Comparison of the accuracy of five algorithms in different test distances.

Test distance	Method	Mean	Std	Max	Min
Locations  2 m apart	K-means	78.95	9.441	80.72	63.66
	KNN	81.34	12.235	90.26	63.53
	LR	68.13	11.127	88.67	65.21
	RF	80.40	7.215	92.23	77.53
	OSVM	92.17	4.835	94.45	85.51
Locations 2 m and 3 m apart	K-means	83.38	10.518	89.05	62.37
	KNN	82.27	13.56	91.57	62.45
	LR	71.08	15.233	91.23	58.34
	RF	85.43	5.755	94.66	82.75
	OSVM	95.38	3.236	97.89	91.60
Locations 3 m and 5 m apart	K-means	88.75	8.293	90.31	68.50
	KNN	93.76	7.411	95.35	80.53
	LR	93.24	4.712	95.74	86.13
	RF	96.58	2.154	97.65	92.82
	OSVM	97.76	1.624	98.77	96.31