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

Table 6.

The learning results of the artificial neural networks included in the tests for Sensor 5 (MRW-5).

Network Structure Correlation Coefficient Matching Error Activation Function—Neurons
Set Set Hidden Output
Training Test Validation Training Test Validation
MLP
1-2-1
0.99566 0.99609 0.99579 0.00008085 0.000073 0.000073 hyperbolic tangent linear
MLP
1-6-1
0.99560 0.99606 0.99574 0.00008197 0.000074 0.000074 linear linear
MLP
1-3-1
0.99575 0.99614 0.99582 0.00007990 0.000073 0.000074 linear linear
MLP
1-2-1
0.99575 0.99614 0.99582 0.00007911 0.000072 0.000073 linear linear
MLP
1-7-1
0.995022 0.99552 0.99523 0.00011079 0.000101 0.000099 hyperbolic tangent exponential