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Table 5 Architectures of our highest-performing MLP and RBF networks

From: Analysis of risk factor domains in psychosis patient health records

Network

MLP

RBF

Input Layer

  

Nodes

512

512

Dropout

0.2

0.2

Activation

ReLU

ReLU

Hidden Layer

  

Nodes

250

700

Dropout

0.5

0.0

Activation

ReLU

RBF

Output Layer

  

Nodes

7

7

Activation

Sigmoid

Linear

Optimizer

Adam

Adam

Loss Function

Categorical Cross Entropy

Mean Squared Error

Training Epochs

60

50

Batch Size

128

128