Table 3

The number of actual and predicted outcomes of prediction models in the test set

Prediction modelClassificationPerinatal status
Actual number of events12 227468
Logistic regressionCorrectly predicted outcome10 627261
Incorrectly predicted outcome1600207
Artificial neural networkCorrectly predicted outcome10 225280
Incorrectly predicted outcome2002188
Random FforestsCorrectly predicted outcome10 774251
Incorrectly predicted outcome1453217
Naïve bayesCorrectly predicted outcome10 386267
Incorrectly predicted outcome1841201
BaggingCorrectly predicted outcome10 175260
Incorrectly predicted outcome2052208
BoostingCorrectly predicted outcome10 852252
Incorrectly predicted outcome1375216