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. Author manuscript; available in PMC: 2020 Jun 2.
Published in final edited form as: J Med Syst. 2018 May 30;42(7):123. doi: 10.1007/s10916-018-0977-7

Table 3.

5-fold cross validation mean squared error (MSE) for continuous models trained on oversampled training data using linear, random forest, deep neural network (DNN) and ordinal regression, and random forest and DNN split classification.

Model Continuous MSE Ordinal MSE
Linear regression 0.450+0.002 0.541+0.002
Random forest regression 0.240+0.001 0.305+0.002
DNN regression 0.441+0.015 0.532+0.016
Ordinal regression 0.450+0.002 0.539+0.001
Random forest split classifiers 0.260+0.001 0.279+0.001
DNN split classifiers 0.541+0.021 0.574+0.024