Table 5 Intrusion detection outcome of the OMHSA-IDPRGO model on the ToN-IoT dataset.

Class labels	\(Accu_{y}\)	\(\Pr ec_{n}\)	\({\text{Re}} ca_{l}\)	\(F1_{Score}\)	\(G_{Measure}\)
TRPHE (70%)
Normal	98.07	98.01	99.06	98.53	98.53
MiTM	99.76	72.46	21.28	32.89	39.27
DoS	99.47	94.26	94.19	94.23	94.23
DDoS	99.24	92.65	92.07	92.36	92.36
Password	99.24	92.90	91.67	92.28	92.28
Injection	99.17	91.89	91.29	91.58	91.59
XSS	99.12	92.74	89.49	91.09	91.10
Ransomware	99.26	93.33	91.43	92.37	92.38
Backdoor	99.30	93.85	91.97	92.90	92.90
Average	99.18	91.34	84.72	86.47	87.18
TSPHE (30%)
Normal	98.07	97.93	99.14	98.53	98.53
MiTM	99.76	75.00	23.76	36.09	42.22
DoS	99.45	94.05	93.70	93.87	93.87
DDoS	99.26	93.09	92.11	92.60	92.60
Password	99.15	93.47	89.78	91.59	91.61
Injection	99.17	91.95	90.78	91.36	91.36
XSS	99.14	92.03	90.19	91.10	91.11
Ransomware	99.26	93.48	91.97	92.72	92.72
Backdoor	99.24	93.32	91.47	92.39	92.39
Average	99.17	91.59	84.77	86.70	87.38

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