Research Article
Protein Function Prediction Using Deep Restricted Boltzmann Machines
Table 4
Experimental results on Saccharomyces cerevisiae.
| ā | ā | MacroAvg1 | AvgROC | | max |
| BP | NtN | 0.0072 | 0.7026 | 0.7027 | 0.1172 | dRW | 0.8042 | 0.9268 | 0.9337 | 0.9649 | SVD | 0.7794 | 0.9199 | 0.9659 | 0.9440 | AE | 0.6990 | 0.9179 | 0.9252 | 0.5032 | DRBM | 0.8524 | 0.9256 | 0.9905 | 0.9555 |
| CC | NtN | 0.0072 | 0.7026 | 0.7027 | 0.1172 | dRW | 0.8112 | 0.9264 | 0.9612 | 0.9771 | SVD | 0.7408 | 0.9274 | 0.9767 | 0.9198 | AE | 0.8595 | 0.9262 | 0.9851 | 0.9771 | DRBM | 0.8722 | 0.9278 | 0.9948 | 0.9744 |
| 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 |
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