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Table 5 Proposed network performance with log normalization

From: Integrating pathway knowledge with deep neural networks to reduce the dimensionality in single-cell RNA-seq data

    

F1

PRECISION

RECALL

Architecture

Number of nodes

2nd layer

Accuracy

Balanced accuracy

Macro

Micro

Weighted

Macro

Micro

Weighted

Macro

Micro

Weighted

Dense

–

0.938

0.839

0.859

0.938

0.934

0.923

0.938

0.938

0.839

0.938

0.938

Pathways

–

0.936

0.844

0.861

0.936

0.933

0.922

0.936

0.938

0.844

0.936

0.936

Pathways

100

0.930

0.834

0.847

0.930

0.926

0.901

0.930

0.932

0.834

0.930

0.930