Intrusion Detection System for IoT Based on Deep Learning and Modified Reptile Search Algorithm

Table 6

Mutliclassification results of all algorithms.

		Train				Test
		Accuracy	Precision	F1-measure	Recall	Accuracy	Precision	F1-measure	Recall
KDD99	MVO	99.515	96.483	94.433	92.835	91.615	86.649	84.480	84.935
	WOA	92.275	92.414	97.304	93.126	84.375	82.501	87.351	85.225
	MFO	96.073	97.631	98.371	97.123	88.175	87.763	88.420	89.225
	GWO	95.513	94.062	98.482	92.383	87.618	84.131	88.533	84.488
	TSO	95.439	91.027	97.437	94.919	87.536	80.791	87.479	87.016
	BAT	98.007	94.847	97.337	98.247	90.347	89.134	90.093	90.587
	FFA	91.988	97.328	91.538	93.368	84.318	91.609	84.285	85.698
	RSA	99.910	99.909	99.906	99.910	92.040	89.684	89.985	92.040
NSL-KDD	MVO	99.182	96.145	94.093	92.502	75.224	75.200	66.098	68.544
	WOA	91.947	92.080	96.968	92.797	67.951	71.131	68.907	68.801
	MFO	95.745	97.297	98.035	96.795	71.626	76.122	69.844	72.676
	GWO	95.182	93.724	98.143	92.052	71.066	72.151	69.948	67.936
	TSO	95.078	90.657	97.067	94.558	71.330	71.298	69.697	70.810
	BAT	97.669	94.501	96.989	97.909	73.671	73.501	68.905	73.911
	FFA	91.660	96.991	91.201	93.040	67.437	75.873	62.944	68.817
	RSA	99.201	99.158	99.148	99.201	76.107	82.171	71.731	76.107
BIoT	MVO	99.468	99.468	99.468	99.468	99.031	99.000	98.980	98.964
	WOA	99.472	99.472	99.472	99.472	98.956	98.957	99.005	98.964
	MFO	99.480	99.480	99.480	99.480	98.998	99.013	99.020	99.009
	GWO	99.477	99.476	99.476	99.477	98.990	98.975	99.019	98.959
	TSO	99.460	99.459	99.459	99.460	98.986	98.941	99.005	98.981
	BAT	99.475	99.475	99.474	99.475	99.019	98.987	99.012	99.021
	FFA	99.479	99.478	99.478	99.479	98.954	99.007	98.949	98.968
	RSA	98.829	98.829	98.829	98.829	99.020	99.098	99.070	99.038
CIC2017	MVO	99.530	99.390	99.410	99.370	99.270	99.120	99.150	99.110
	WOA	99.690	99.490	99.450	99.690	99.430	99.240	99.190	99.430
	MFO	99.360	99.370	99.480	99.430	99.100	99.120	99.220	99.170
	GWO	99.370	99.430	99.380	99.560	99.110	99.180	99.120	99.300
	TSO	99.680	99.750	99.680	99.710	99.420	99.480	99.420	99.450
	BAT	99.490	99.630	99.440	99.640	99.230	99.360	99.180	99.380
	FFA	99.450	99.480	99.600	99.740	99.200	99.220	99.350	99.490
	RSA	99.911	99.910	99.889	99.911	99.911	99.907	99.888	99.911