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

Table 5

Binary classification results of all algorithms.

		Training				Testing
		Accuracy	Precision	F1-measure	Recall	Accuracy	Precision	F1-measure	Recall
KDD99	MVO	99.519	96.489	94.439	92.839	91.844	90.765	92.701	85.164
	WOA	92.278	92.418	97.308	93.128	84.608	86.699	92.705	85.458
	MFO	96.079	97.639	98.379	97.129	88.413	91.922	92.710	89.463
	GWO	95.518	94.068	98.488	92.388	87.860	88.357	92.716	84.730
	TSO	95.298	90.825	97.332	94.592	87.593	85.280	92.541	87.090
	BAT	94.992	92.922	91.782	98.662	87.384	87.280	92.751	91.055
	FFA	91.987	97.327	91.537	93.367	84.327	91.614	92.713	85.707
	RSA	99.921	99.921	99.921	99.921	92.344	94.335	92.763	92.344
NSL-KDD	MVO	99.197	96.167	94.117	92.517	76.466	79.835	71.059	69.786
	WOA	91.959	92.099	96.989	92.809	69.409	75.972	74.115	70.259
	MFO	95.760	97.320	98.060	96.810	73.187	81.176	75.162	74.237
	GWO	95.202	93.753	98.172	92.072	72.944	77.801	75.609	69.814
	TSO	95.091	90.681	97.091	94.571	72.078	73.656	73.786	71.558
	BAT	97.693	94.533	97.023	97.933	75.192	78.473	74.197	75.432
	FFA	91.673	97.013	91.223	93.053	69.218	80.944	68.451	70.598
	RSA	99.233	99.235	99.233	99.233	77.814	83.830	77.545	77.814
BIoT	MVO	99.990	99.959	99.939	99.923	99.989	99.958	99.937	99.922
	WOA	99.918	99.919	99.967	99.926	99.916	99.916	99.965	99.924
	MFO	99.956	99.971	99.978	99.966	99.954	99.969	99.976	99.964
	GWO	99.950	99.935	99.979	99.919	99.948	99.933	99.977	99.917
	TSO	99.949	99.905	99.969	99.944	99.947	99.903	99.967	99.942
	BAT	99.975	99.943	99.968	99.977	99.973	99.941	99.966	99.975
	FFA	99.915	99.968	99.910	99.928	99.913	99.966	99.908	99.927
	RSA	99.994	99.994	99.994	99.994	99.993	99.992	99.992	99.993
CIC2017	MVO	99.577	99.427	99.457	99.417	99.577	99.427	99.457	99.417
	WOA	99.730	99.537	99.470	99.531	99.737	99.537	99.497	99.737
	MFO	99.407	99.417	99.427	99.477	99.407	99.417	99.527	99.477
	GWO	99.417	99.477	99.427	99.607	99.417	99.477	99.427	99.607
	TSO	99.724	99.744	99.436	99.654	99.725	99.785	99.725	99.755
	BAT	99.537	99.667	99.472	99.647	99.537	99.667	99.487	99.687
	FFA	99.497	99.517	99.470	99.601	99.497	99.517	99.647	99.787
	RSA	99.996	99.996	99.996	99.996	99.997	99.997	99.997	99.997