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Table 1 The comparison results using the original model given by G1DBN and the five time-courses generated from WNTA5A network with Gaussian system noise of mean 0 and variance 0.01

From: Genomic data assimilation using a higher moment filtering technique for restoration of gene regulatory networks

 

PR

RR

F-measure

TP

FP

TN

FN

HMEnPF

0.689

0.573

0.625

17.2

7.8

52.2

12.8

UKF

0.632

0.533

0.577

16.0

9.4

50.6

14.0

G1DBN

0.487

0.453

0.466

13.6

15.0

45.0

16.4

  1. The comparison results of the proposed algorithm, the previous algorithm using UKF only [36], and G1DBN for the five time-courses generated from WNTA5A network with Gaussian system noise of mean 0 and variance 0.01. The results of ‘PR’, ‘RR’, ‘F-measure’, ‘TP’, ‘FP’, ‘TN’ and ‘FN’ for the five time-courses were averaged. The networks inferred by G1DBN were used as the original networks for the former two algorithms.