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Table 1 Network parameters for the synthetic network

From: Reverse engineering gene regulatory networks from measurement with missing values

Edge

LCC and NCC

UKF with CM

UKF with MM

UKFMM with MM

(1,1)

0.5 (0.4)

— (0.5880)

— —

0.7313 —

(3,1)

0.5 (0.4)

0.3837 (0.4391)

0.7357 (0.5043)

0.4079 (0.4223)

(3,2)

0.5 (0.4)

0.7380 (0.4390)

— —

0.7380 (0.4192)

(3,5)

0.5 (0.4)

0.6098 (0.4391)

0.6623 (0.5043)

0.8285 (0.4354)

(4,3)

0.5 (0.4)

0.7257 (0.3059)

0.3953 (0.2123)

0.7256 (0.3235)

(5,2)

0.5 (0.4)

— (0.3837)

— —

— (0.3235)

(5,4)

0.5 (0.4)

0.6677 (0.3839)

0.5813 (0.3706)

0.7850 (0.3464)

(4,4)

— —

— —

— (0.8417)

— —

(5,1)

— —

— —

— (0.5916)

— —

(5,5)

— —

— —

— (0.3705)

— —

(1,5)

— —

— —

— —

0.5722 —

  1. Parameters of the synthetic network and the networks inferred by the UKF algorithm with CM, UKF algorithm with MM, and the proposed UKFMM with MM. The bold edges do not exist in the original network. The false negatives are represented by (non-bold) dashes, and false positives are given in bold numbers