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. 2021 Oct 26;9(10):e25110. doi: 10.2196/25110

Table 3.

Performance of the 5 selected models with different data normalization methods.

Classifier Not normalized Z-score Min-Max L2-norm

Training Test Training Test Training Test Training Test
Logistic regression 0.823 0.817 0.810 0.777 0.809 0.780 0.840 0.840
Support vector machine (linear) 0.816 0.823 0.819 0.803 0.801 0.807 0.833 0.840
Support vector machine (radial basis function) 0.833 0.823 0.807 0.793 0.829 0.787 0.834 0.833
Random forest 0.796 0.803 0.796 0.803 0.796 0.803 0.789 0.830
Extreme gradient boosting 0.821 0.840 0.821 0.840 0.837 0.837 0.803 0.837