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Table 5 Missing data: performance comparison

From: Supervised learning for infection risk inference using pathology data

  

AUCROC

AUCPRB

SENS

SPEC

GNB

F6

0.814

0.872

0.725

0.903

 

F5

0.802

0.874

0.664

0.939

 

F4

0.803

0.874

0.669

0.938

 

F3

0.750

0.832

0.589

0.912

 

F2

0.686

0.816

0.400

0.971

 

F1

0.569

0.767

0.145

0.994

DTC

F6

0.799

0.881

0.636

0.963

 

F5

0.777

0.859

0.614

0.940

 

F4

0.769

0.839

0.652

0.886

 

F3

0.702

0.777

0.672

0.732

 

F2

0.617

0.722

0.583

0.652

 

F1

0.535

0.684

0.480

0.590

RFC

F6

0.818

0.876

0.725

0.909

 

F5

0.806

0.874

0.682

0.930

 

F4

0.805

0.867

0.707

0.903

 

F3

0.764

0.826

0.707

0.822

 

F2

0.704

0.796

0.504

0.904

 

F1

0.599

0.775

0.212

0.987

SVM

F6

0.830

0.884

0.747

0.912

 

F5

0.816

0.885

0.687

0.944

 

F4

0.809

0.874

0.694

0.924

 

F3

0.768

0.837

0.654

0.881

 

F2

0.699

0.809

0.453

0.949

 

F1

0.591

0.785

0.186

0.996