Table 9.

Classification results of Akwa-Ibom database without multidimensional scaling.

No. of layers	Neuron Config.	Train Alg.	R- value	Overall MSE	Val MSE	Test MSE	Gradient	TPR	FPR	Class Acc.
2	[6 5 4 3 2]	Trainlm	0.9248	0.0236	0.0022	0.0207	0.0357	0.7872	0.0185	0.9244
		Trainrp	0.8009	0.0569	0.0579	0.0604	0.0234	0.8159	0.0501	0.8252

Bold signifies performance metric values that meets the defined threshold of this study.