Table 1.

The performance of MGO using the IoT security datasets. (Note: bold indicate best results).

		Train					Test
		Accuracy	Precision	F1	Recall	GM	Accuracy	Precision	F1	Recall	GM
KDD99	GO	98.515	93.483	92.652	91.835	92.655	90.615	84.249	83.797	83.350	83.798
	WOA	92.275	92.414	97.304	93.126	92.769	84.375	82.501	87.351	85.225	83.852
	TSO	95.439	91.027	97.437	94.919	92.953	87.536	80.791	87.479	87.016	83.846
	GWO	95.513	94.062	98.482	92.383	93.219	87.618	84.131	88.533	84.488	84.310
	MFO	96.073	97.631	98.371	97.123	97.377	88.175	87.763	88.420	89.225	88.491
	FFA	91.988	97.328	91.538	93.368	95.328	84.318	91.609	84.285	85.698	88.604
	RSA	99.910	99.909	99.906	99.910	99.910	92.040	89.684	89.985	92.040	90.855
	MGO	99.910	99.959	99.946	99.933	99.946	92.040	90.841	90.941	91.040	90.941
NSL-KDD	GO	97.108	95.104	93.017	91.020	93.040	70.224	72.200	69.794	67.544	69.833
	WOA	91.947	92.080	96.968	92.797	92.438	67.951	71.131	68.907	68.801	69.956
	TSO	95.078	90.657	97.067	94.558	92.587	71.330	71.298	69.697	70.810	71.053
	GWO	95.182	93.724	98.143	92.052	92.884	71.066	72.151	69.948	67.936	70.012
	MFO	95.745	97.297	98.035	96.795	97.046	71.626	76.122	69.844	72.676	74.379
	FFA	91.660	96.991	91.201	93.040	94.995	67.437	75.873	62.944	68.817	72.259
	RSA	99.201	99.158	99.148	99.201	99.180	76.107	82.171	71.731	76.107	79.081
	MGO	99.214	99.458	99.437	99.416	99.437	76.725	83.105	79.759	76.672	79.824
BIoT	GO	99.068	99.107	99.076	99.045	99.076	99.141	98.100	98.371	98.644	98.372
	WOA	99.472	99.472	99.472	99.472	99.472	98.956	98.957	99.005	98.964	98.960
	TSO	99.460	99.459	99.459	99.460	99.460	98.986	98.941	99.005	98.981	98.961
	GWO	99.477	99.476	99.476	99.477	99.477	98.990	98.975	99.019	98.959	98.967
	MFO	99.480	99.480	99.480	99.480	99.480	98.998	99.013	99.020	99.009	99.011
	FFA	99.479	99.478	99.478	99.479	99.478	98.954	99.007	98.949	98.968	98.987
	RSA	98.829	98.829	98.829	98.829	98.829	99.020	99.098	99.070	99.038	99.068
	MGO	99.629	99.529	99.629	99.729	99.629	99.220	99.188	99.218	99.248	99.218
CIC2017	GO	99.130	99.239	99.204	99.170	99.204	99.170	99.020	99.215	99.410	99.215
	WOA	99.690	99.490	99.450	99.690	99.590	99.430	99.240	99.190	99.430	99.335
	TSO	99.680	99.750	99.680	99.710	99.730	99.420	99.480	99.420	99.450	99.465
	GWO	99.370	99.430	99.380	99.560	99.495	99.110	99.180	99.120	99.300	99.240
	MFO	99.360	99.370	99.480	99.430	99.400	99.100	99.120	99.220	99.170	99.145
	FFA	99.450	99.480	99.600	99.740	99.610	99.200	99.220	99.350	99.490	99.355
	RSA	99.911	99.910	99.889	99.911	99.910	99.911	99.907	99.888	99.911	99.909
	MGO	99.941	99.920	99.926	99.931	99.926	99.941	99.947	99.942	99.936	99.942