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Table 7 Comparison of average prediction error on data from 10-fold cross validation for the different models

From: Supervised learning methods in modeling of CD4+ T cell heterogeneity

Approach

IL17

RORgt

IFNγ

Tbet

FOXP3

Sum of prediction error

Artificial Neural Network

0.00662

0.0128

0.0124

0.00755

0.0201

0.0595

Linear Regression

0.239

0.241

0.201

0.136

0.0311

0.849

Support Vector Machine

0.0914

0.0881

0.0893

0.0871

0.0277

0.384

Random Forest

0.000421

0.000647

0.00131

0.0210

0.00660

0.030