Table 1. AUPR and AUROC values of common GRN methods without noise.
Method | NET1 | NET2 | NET3 | NET4 | NET5 | |||||
---|---|---|---|---|---|---|---|---|---|---|
AUPR | AUROC | AUPR | AUROC | AUPR | AUROC | AUPR | AUROC | AUPR | AUROC | |
BMALR | 0.173 | 0.745 | 0.155 | 0.722 | 0.201 | 0.745 | 0.186 | 0.768 | 0.198 | 0.758 |
GINIE3 | 0.228 | 0.789 | 0.096 | 0.614 | 0.230 | 0.775 | 0.157 | 0.721 | 0.168 | 0.712 |
MRNET | 0.143 | 0.584 | 0.075 | 0.579 | 0.124 | 0.683 | 0.128 | 0.708 | 0.095 | 0.611 |
ARACNE | 0.165 | 0.634 | 0.108 | 0.611 | 0.174 | 0.679 | 0.143 | 0.709 | 0.154 | 0.621 |
BGRMI | 0.245 | 0.804 | 0.118 | 0.71 | 0.185 | 0.696 | 0.213 | 0.784 | 0.154 | 0.643 |
CLR | 0.179 | 0.782 | 0.109 | 0.635 | 0.238 | 0.787 | 0.154 | 0.712 | 0.163 | 0.705 |
G1DBN | 0.089 | 0.589 | 0.055 | 0.612 | 0.155 | 0.678 | 0.153 | 0.705 | 0.117 | 0.631 |
NARROMI | 0.122 | 0.713 | 0.105 | 0.665 | 0.192 | 0.706 | 0.167 | 0.713 | 0.186 | 0.727 |
TIGRESS | 0.157 | 0.738 | 0.144 | 0.68 | 0.172 | 0.759 | 0.199 | 0.764 | 0.198 | 0.747 |
GENIRF | 0.174 | 0.763 | 0.156 | 0.731 | 0.212 | 0.763 | 0.191 | 0.772 | 0.202 | 0.781 |
MIBNI | 0.162 | 0.637 | 0.126 | 0.711 | 0.182 | 0.683 | 0.173 | 0.742 | 0.173 | 0.725 |
FBISC | 0.167 | 0.635 | 0.173 | 0.598 | 0.263 | 0.65 | 0.228 | 0.664 | 0.206 | 0.685 |
CMI2NI | 0.057 | 0.737 | 0.048 | 0.616 | 0.102 | 0.69 | 0.063 | 0.657 | 0.066 | 0.691 |
KFLR | 0.194 | 0.812 | 0.195 | 0.823 | 0.235 | 0.803 | 0.236 | 0.813 | 0.221 | 0.797 |