Single Neuron for Solving XOR like Nonlinear Problems

Table 2

Assessment of Proposed Model (through variation in dimension and no. of training samples).

Dimension (N)	10^3		10^4		10^6
	Time (s)	(Ours)	Time (s)	(Ours)	Time (s)	(Ours)
2	0.710	0.0195	0.712	0.0195	1.571	0.0244
5	0.692	0.0105	0.768	0.0091	2.808	0.0088
7	0.686	0.0093	0.759	0.0064	3.822	0.0058
10	0.688	0.0184	0.770	0.0048	5.806	0.0040
13	0.693	0.0577	0.790	0.0045	7.666	0.0023
15	0.703	0.2156	0.793	0.0126	9.435	0.0020
18	0.696	0.9041	0.805	0.1501	8.497	0.0150
20	0.701	0.9883	0.812	0.2441	9.378	0.0679
25	0.701	1.2155	0.811	0.3790	11.982	0.1188