A Novel Single Neuron Perceptron with Universal Approximation and XOR Computation Properties

Table 1

Datasets and related learning information.

Dataset		Dataset information			Parameters	ENN model		MLP model		Comparison
ID	Name	Instance	Class	Attribute	Learning rates	Architecture	Weights	Architecture	Weights	Rw
1	Diabetes	768	2	8	0.050	9-1	10	8-2-1	21	52%
2	Heart	270	2	13	0.050	14-1	15	13-2-1	31	51%
3	Pima	768	2	8	0.005	9-1	10	8-2-1	21	52%
4	Ionosphere	351	2	34	0.050	35-1	36	34-2-1	73	50%
5	Sonar	208	2	60	0.0005	61-1	62	60-2-1	125	50%
6	Tic-tac	958	2	9	0.0005	10-1	11	9-2-2	23	52%