IEEE Systems, Man and Cybernetics Magazine - April 2021 - 20
normalized and then used as a " dynamic or controllable
activation function " in ANNs. Although this is also true for
deep neural networks (DNNs), the goal here is to compromise between the precision /accuracy and the
explainability/interpretability performance criteria. If the
explanations and interpretations are not so important, the
UFO could be hybridized with a DNN to serve as an alternative to state-of-the-art deep symbolic networks.
Hidden
x1
B1
Hidden
Input
x2
Hidden
B2
x3
Output
x4
B3
xn
Bv
Output
Figure 10. An artificial mathematical network (AMN).
Hidden
x1
x2
x3
Hidden
B1
Hidden
Input
Output
B2
x4
B3
xn
Bv
H1
H2
Hζ
β0 + β1H1 + β2H2 + ... + βζHζ
Output
SVM
Output
Figure 11. MNR.
Hidden
x1
x2
x3
B1
Hidden
Input
B2
x4
B3
xn
Bv
Figure 12. MAM.
20
IEEE SYSTEMS, MAN, & CYBERNETICS MAGAZINE Apri l 2021
Hidden
Output
H1
H2
Hζ
IEEE Systems, Man and Cybernetics Magazine - April 2021
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