Table 3.

Results of developed AQUa for the datasets in case of Binary.

		Training				Testing
		${\mathbf{AV}}_{\mathbf{Acc}}$	${\mathbf{AV}}_{\mathbf{Sens}}$	${\mathbf{AV}}_{\mathbf{Prec}}$	F1	${\mathbf{AV}}_{\mathbf{Acc}}$	${\mathbf{AV}}_{\mathbf{Sens}}$	${\mathbf{AV}}_{\mathbf{Prec}}$	F1
KDD99	PSO	90.449	93.459	90.359	90.359	82.775	85.785	84.638	92.702
	WOA	92.278	93.128	92.418	97.308	84.608	85.458	86.699	92.705
	BAT	94.992	98.662	92.922	91.782	87.384	91.055	87.280	92.751
	TSO	95.298	94.592	90.825	97.332	87.593	87.090	85.280	92.541
	GWO	95.518	92.388	94.068	98.488	87.860	84.730	88.357	92.716
	FFA	91.987	93.367	97.327	91.537	84.327	85.707	91.614	92.713
	MVO	99.519	92.839	96.489	94.439	91.844	85.164	90.765	92.701
	MFO	96.079	97.129	97.639	98.379	88.413	89.463	91.922	92.710
	AQU	99.922	99.922	92.256	99.922	99.922	92.256	94.283	92.683
BIoT	PSO	99.899	99.929	99.898	99.898	99.898	99.928	99.896	99.896
	WOA	99.918	99.926	99.919	99.967	99.916	99.924	99.916	99.965
	BAT	99.975	99.977	99.943	99.968	99.973	99.975	99.941	99.966
	TSO	99.949	99.944	99.905	99.969	99.947	99.942	99.903	99.967
	GWO	99.950	99.919	99.935	99.979	99.948	99.917	99.933	99.977
	FFA	99.915	99.928	99.968	99.910	99.913	99.927	99.966	99.908
	MVO	99.990	99.923	99.959	99.939	99.989	99.922	99.958	99.937
	MFO	99.956	99.966	99.971	99.978	99.954	99.964	99.969	99.976
	AQU	99.995	99.994	99.993	99.995	99.994	99.993	99.992	99.992
NSL-KDD	PSO	90.133	93.143	90.043	90.043	67.575	70.585	73.882	67.163
	WOA	91.959	92.809	92.099	96.989	69.409	70.259	75.972	74.115
	BAT	97.693	97.933	94.533	97.023	75.192	75.432	78.473	74.197
	TSO	95.091	94.571	90.681	97.091	72.078	71.558	73.656	73.786
	GWO	95.202	92.072	93.753	98.172	72.944	69.814	77.801	75.609
	FFA	91.673	93.053	97.013	91.223	69.218	70.598	80.944	68.451
	MVO	99.197	92.517	96.167	94.117	76.466	69.786	79.835	71.059
	MFO	95.760	96.810	97.320	98.060	73.187	74.237	81.176	75.162
	AQU	99.348	99.348	99.350	99.348	77.382	77.382	83.692	77.077
CIC2017	PSO	99.687	99.407	99.627	99.387	99.687	99.407	99.627	99.787
	WOA	99.730	99.531	99.537	99.470	99.737	99.737	99.537	99.497
	BAT	99.537	99.647	99.667	99.472	99.537	99.687	99.667	99.487
	TSO	99.724	99.654	99.744	99.436	99.725	99.755	99.785	99.725
	GWO	99.417	99.607	99.477	99.427	99.417	99.607	99.477	99.427
	FFA	99.497	99.601	99.517	99.470	99.497	99.787	99.517	99.647
	MVO	99.577	99.417	99.427	99.457	99.577	99.417	99.427	99.457
	MFO	99.407	99.477	99.417	99.427	99.407	99.477	99.417	99.527
	AQU	99.996	99.996	99.996	99.996	99.997	99.997	99.997	99.997