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. 2021 Apr 1;9(4):e25000. doi: 10.2196/25000

Table 6.

Training time of machine learning models with the Synthetic Minority Oversampling Technique.

Algorithms Training time (seconds)
Logistic regression 292.9a
Random forest 497.9
Extra trees 347.5
Gradient boosting trees 648.1
Artificial neural network 5480.3

aThe least training time.