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Table 2 In-sample and out-of-sample MSE of all tested models

From: Potential predictors of type-2 diabetes risk: machine learning, synthetic data and wearable health devices

ML model

\(\mathrm{MSE}_{\mathrm{In}}\)

\(\mathrm{MSE}_{\mathrm{Out}}\)

Linear regression

0.6220638

0.6913094

Polynomial degree 2

0.5798217

0.6456507

Polynomial degree 3

0.5016218

0.5675261

Polynomial degree 4

0.4233801

0.493727

Multivariate random forest

0.01991242

0.0276875

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BMC Bioinformatics

ISSN: 1471-2105

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