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Table 3 Performance of relation recognition.

From: Automatic recognition of topic-classified relations between prostate cancer and genes using MEDLINE abstracts

 

Features

Precision (%)

Relative recall (%)

 

Order of entities

Bag of words

Candidate entities

Unigram

Bigram

  

Any relation

0.907

0.958

  

0.908

0.957

 

 

0.896

0.975

 

 

0.902

0.957

 

  

0.903

0.966

 

 

0.909

0.961

Study description

0.669

0.567

  

0.650

0.568

 

 

0.597

0.295

 

 

0.662

0.551

 

  

0.659

0.552

 

 

0.651

0.550

Genetic variation

0.793

0.691

  

0.781

0.665

 

 

0.737

0.464

 

 

0.791

0.669

 

  

0.796

0.687

 

 

0.794

0.680

Gene expression

0.734

0.614

  

0.720

0.620

 

 

0.762

0.466

 

 

0.733

0.612

 

  

0.743

0.613

 

 

0.735

0.612

Epigenetics

0.854

0.660

  

0.833

0.660

 

 

0.905

0.358

 

 

0.857

0.679

 

  

0.854

0.660

 

 

0.854

0.660

Pharmacology

0.657

0.431

  

0.626

0.442

 

 

0.642

0.264

 

 

0.643

0.419

 

  

0.637

0.419

 

 

0.647

0.433

Clinical marker

0.774

0.723

  

0.767

0.728

 

 

0.772

0.730

 

 

0.768

0.678

 

  

0.771

0.727

 

 

0.772

0.719