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Table 6 The structure and parameters of a fully-connected MLP model on different data sets

From: Machine learning to analyse omic-data for COVID-19 diagnosis and prognosis

Parameters

DNA methylation

RNA-seq

Proteomics

Metabolomics

Number of layers

3

2

2

2

Nodes of layers

[100, 64, 32]

[32, 28]

[24, 12]

[24, 12]

Dropout

0.3

0.0

0.0

0.0

Activation function

Relu

Relu

Tanh

Tanh