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Table 4 Prediction of regulations on the updated network

From: Learning a Markov Logic network for supervised gene regulatory network inference

Bagged MLNs

λ

 

TPR

50

 

64.7

100

 

72.6

500

 

80.4

750

 

84.3

1000

 

9 0 . 2

2000

 

88.2

5000

 

84.3

Bagged pairwise SVMs

C

Pairwise sum

Sum

 

TPR

TPR

0.001

9 0 . 2

58.8

0.01

88.3

58.8

0.1

88.3

58.8

1

74.5

52.9

10

64.7

43.1

100

64.7

43.1

1000

64.7

43.1

  1. This table lists the true positive rates (TPR) obtained for the prediction of regulations in R 2 + R 1 + from R1 using asymmetric bagging with 30 samples for bagged MLNs and bagged pairwise SVMs. The TPR values were obtained using a threshold maximizing the averaged F1-measure on a validation set. Notations are given in Tables 2 and 3.