Research Article
Protein Function Prediction Using Deep Restricted Boltzmann Machines
Table 3
Experimental results on Mus musculus.
| ā | ā | MacroAvg1 | AvgROC | | max |
| BP | NtN | 0.0154 | 0.6950 | 0.7055 | 0.1542 | dRW | 0.5666 | 0.8155 | 0.8296 | 0.9049 | SVD | 0.6169 | 0.8220 | 0.9130 | 0.8914 | AE | 0.4573 | 0.8139 | 0.8219 | 0.5340 | DRBM | 0.7221 | 0.8476 | 0.9841 | 0.8962 |
| CC | NtN | 0.0055 | 0.6244 | 0.6436 | 0.1062 | dRW | 0.4913 | 0.8001 | 0.7857 | 0.8694 | SVD | 0.5415 | 0.7847 | 0.8856 | 0.8539 | AE | 0.6548 | 0.7933 | 0.9139 | 0.8694 | DRBM | 0.6676 | 0.8412 | 0.9813 | 0.8644 |
| MF | NtN | 0.7338 | 0.9135 | 0.9401 | 0.0111 | dRW | 0.8742 | 0.9493 | 0.9474 | 0.9693 | SVD | 0.7408 | 0.9466 | 0.9703 | 0.9188 | AE | 0.9035 | 0.9461 | 0.9724 | 0.7044 | DRBM | 0.9133 | 0.9492 | 0.9906 | 0.9652 |
|
|