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Table 16 Model evaluation(7–3)

From: A diabetes prediction model based on Boruta feature selection and ensemble learning

 

Accuracy

Recall

F1 Index

Kappa

Precision

MCC

XGBoost

0.954

0.952

0.953

0.907

0.944

0.908

REL

0.969

0.971

0.968

0.937

0.986

0.938

GD

0.931

0.948

0.925

0.852

1.000

0.861

ARS

0.786

0.774

0.778

0.559

0.771

0.566

Bagging

0.961

0.961

0.959

0.919

0.975

0.919

Boosting

0.984

0.983

0.984

0.969

0.972

0.969

My model

0.986

0.986

0.985

0.970

0.988

0.971