Research Article

Single Neuron for Solving XOR like Nonlinear Problems

Table 4

Predictions Through the Proposed Model (in terms of threshold values (t1, t2), and scaling factor (b)).

Experiment no.t1t2b

10.49820.50973.9651
20.50490.50793.97
30.49580.51133.9869
40.50990.49673.98
50.50150.49673.969
60.49030.50143.9693
70.50020.50763.9652
80.5040.5113.9638
90.49730.51383.9872
100.49950.48873.9773
110.50310.4973.9777
120.49450.4973.9802
130.50190.49893.9773
140.49740.48953.9688
150.49210.50243.9807
160.49430.51063.9858
170.50740.51013.9697
180.50750.49753.9686
190.49140.49593.9702
200.49740.48883.9772
210.50190.51383.9628
220.50840.50053.9631
230.50850.50553.964
240.51380.49933.9742
250.50630.50263.9634
260.50220.49013.9702
270.5030.51473.9866
280.49920.48313.9636
290.5120.49833.9696
300.49680.49753.9706
Mean (μ)0.50140.50133.9726
Standard deviation (σ)0.006140.008490.00781