GTF: An Adaptive Network Anomaly Detection Method at the Network Edge

Table 4

Comparison of metrics obtained by different methods for KDD’99. The results are expressed in %, and means in class .

Model	Overall		Individual
	Baseline	76.79	69.59	97.65	74.86	21.34	2.03	0
GTF	87.71	82.46	98.44	84.19	77.47	11.11	45.07
GT(F)	86.59	82.80	98.54	84.53	76.18	9.51	20.37
TabTransformer	79.58	82.33	98.39	84.45	81.31	0	0
GBDT2NN	80.19	82.04	98.41	83.70	76.53	9.60	20.90
CatBoost	82.23	61.86	91.29	71.84	76.50	0	0
FLAGB	85.31	69.98	95.96	78.64	39.87	3.40	21.13
SPE	81.04	64.92	97.70	66.67	19.34	14.22	1.36

Bold values represent top‐2 results.