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Table 7 The statistical properties of the linear regression models fitted on the F-score values with respect to the noise level

From: Identifying time-delayed gene regulatory networks via an evolvable hierarchical recurrent neural network

 

Method

R-squared

p-value

Link

HRNN

0.74

5.5×10−16

 

HCC-CLINDE

0.84

2.2×10−21

 

TD-ARACNE

0.03

0.19

 

TSNI

4.0×10−5

0.96

 

ebdbNet

0.10

0.02

Delay

HRNN

0.74

5.1×10−16

 

HCC-CLINDE

0.83

1.4×10−20

Effect

HRNN

0.76

6.9×10−17

 

HCC-CLINDE

0.84

7.3×10−21

  1. Gene expression data is generated from a non-linear model