Research Article
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% |
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