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Table 2 The results of logistic regression model with different regularizations

From: SemaTyP: a knowledge graph based literature mining method for drug discovery

λ

Precision

Recall

F-score

 

L1

L2

L1

L2

L1

L2

0.0001

0.908

0.923

0.889

0.899

0.903

0.911

0.001

0.907

0.914

0.878

0.88

0.892

0.900

0.01

0.899

0.903

0.869

0.876

0.884

0.889

0.1

0.905

0.903

0.887

0.877

0.896

0.89

1

0.866

0.907

0.849

0.879

0.857

0.892

10

0.847

0.902

0.837

0.877

0.842

0.889

100

0.823

0.893

0.811

0.876

0.817

0.884