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Table 4 The regression performance of the 4 machine learning models considered in the comparative study in terms of coefficient of determination (R2) and related confidence intervals (CIs, at a 95% Confidence Level): the higher the value, the better the performance. The first column presents the CIs of the R2 of models with the ordinal encoding; the second column the same accuracy indicators for the CoIED encoding

From: Ordinal labels in machine learning: a user-centered approach to improve data validity in medical settings

 

Ordinal

CoIED

Membership

Weighted Sampling

RF

[0.275, 0.581]

[0.275, 0.58]

[0.291, 0.602]

[0.338, 0.435]

k-NN

[0.043, 0.275]

[0.333, 0.567]

[0.006, 0.229]

[0.339, 0.426]

LASSO

[0.324, 0.545]

[0.364, 0.637]

[0.0, 0.198]

[0.312, 0.416]

SVR (RBF kernel)

[0.017, 0.296]

[0.265, 0.665]

[0.01, 0.26]

[0.303, 0.427]