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Table 5 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 0.05

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 0.646 0.580 0.609 17.4 9.4 50.6 12.6
UKF 0.609 0.573 0.589 17.2 10.8 49.2 12.8
G1DBN 0.490 0.460 0.468 13.8 14.6 45.4 16.2
  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 0.05. 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.