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Table 5 Predictive performance indicators for the seven models

From: Identification of the high-risk area for schistosomiasis transmission in China based on information value and machine learning: a newly data-driven modeling attempt

Model

IV

LR

IV + LR

RF

RF + IV

GBM

IV + GBM

Accuracy

0.732

0.790

0.815

0.785

0.820

0.849

0.878

AUC

0.750

0.827

0.853

0.840

0.872

0.859

0.902

F1

0.705

0.867

0.871

0.854

0.875

0.903

0.920

  1. IV information value, LR logistic regression, RF random forest, GBM generalized boosted model, AUC area under the curve
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Infectious Diseases of Poverty

ISSN: 2049-9957

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