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Table 5 Influence of the reduced dimension k on gene retrieval of the Alzheimer's disease pathway. Recall, precision, and F-measure were computed when 10 genes were retrieved.

From: Extracting unrecognized gene relationships from the biomedical literature via matrix factorizations

 

k

Recall

Precision

F-measure

LSI/SVD

2

0.5455

0.6000

0.5714

 

3*

0.9091

1.0000

0.9524

 

4

0.9091

1.0000

0.9524

 

5

0.8182

0.9000

0.8571

 

6

0.8182

0.9000

0.8571

 

10

0.7273

0.8000

0.7619

 

20

0.8182

0.9000

0.8571

 

30

0.8182

0.9000

0.8571

 

40

0.8182

0.9000

0.8571

 

50

0.8182

0.9000

0.8571

GR/NMF

2

0.4545

0.5000

0.4762

 

3*

0.9091

1.0000

0.9524

 

4

0.9091

1.0000

0.9524

 

5

0.9091

1.0000

0.9524

 

6

0.8182

0.9000

0.8571

 

10

0.8182

0.9000

0.8571

 

20

0.7273

0.8000

0.7619

  1. *The reduced dimension k obtained from the k-selection scheme using only known genes associated with this pathway.