Table 7 The AUC for the four types of models.

From: Comparative study on landslide susceptibility mapping based on unbalanced sample ratio

Classifiers

Sample set

1:1

1:2

1:4

1:8

1:16

CNN model

Overall

0.793

0.849

0.851

0.794

0.868

Validation

0.732

0.815

0.805

0.726

0.842

C5.0 model

Overall

0.914

0.905

0.910

0.913

0.925

Validation

0.723

0.662

0.663

0.662

0.704

SVM model

Overall

0.920

0.924

0.923

0.917

0.889

Validation

0.851

0.857

0.851

0.830

0.749

LR model

Overall

0.897

0.899

0.899

0.898

0.898

Validation

0.867

0.869

0.869

0.868

0.869

  1. Significant values are in Italic.
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