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Table 4 The statistical properties of the linear regression models fitted on the F-score values with respect to the number of genes

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

 

Method

R-squared

p-value

Link

HRNN

0.558

2.9×10−8

 

HCC-CLINDE

0.56

2.3×10−8

 

TD-ARACNE

0.74

7.0×10−13

 

TSNI

0.81

1.2×10−15

 

ebdbNet

0.64

3.8×10−10

Delay

HRNN

0.28

4.0×10−4

 

HCC-CLINDE

0.43

3.4×10−6

Effect

HRNN

0.347

6.2×10−5

 

HCC-CLINDE

0.49

3.4×10−7

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