From: A general deep learning framework for network reconstruction and dynamics learning
Node Num | State | LSTM | NRI | GGN | ||||||
---|---|---|---|---|---|---|---|---|---|---|
MSE | ACC | TPR | FPR | MSE | ACC | TPR | FPR | MSE | ||
10 | coherent | 2.67e-2 | 0.518 | 0.543 | 0.505 | 9.63e-2 | 0.998 | 0.994 | 0.004 | 1.12e-3 |
10 | incoherent | 2.85e-2 | 0.517 | 0.543 | 0.508 | 1.11e-1 | 0.998 | 0.994 | 0.004 | 8.36e-4 |
30 | coherent | 3.12e-2 | - | - | - | - | 0.898 | 0.920 | 0.169 | 3.96e-4 |
30 | incoherent | 3.35e-2 | - | - | - | - | 0.81 | 0.700 | 0.124 | 1.90e-4 |