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. 2019 Apr 18;16(8):1406. doi: 10.3390/ijerph16081406

Table 3.

The learning results of the artificial neural networks included in the tests for Sensor 2 (MRW-2).

Network Structure Correlation Coefficient Matching Error Activation Function—Neurons
Set Set Hidden Output
Training Test Validation Training Test Validation
MLP
1-5-1
0.99861 0.99725 0.99896 0.020398 0.020601 0.020035 logistic logistic
MLP
1-3-1
0.99934 0.99786 0.99970 0.00002987 0.0000968 0.0000130 linear linear
MLP
1-6-1
0.99879 0.99742 0.99917 0.0001570 0.0002180 0.00013725 logistic linear
MLP
1-2-1
0.99924 0.99781 0.99961 0.00003421 0.00009938 0.00001723 hyperbolic tangent linear
MLP
1-2-1
0.99934 0.99786 0.99970 0.000029725 0.00009698 0.000012916 linear linear