Research Article
Protein Function Prediction Using Deep Restricted Boltzmann Machines
Table 2
Experimental results on Homo sapiens.
| ā | ā | MacroAvg1 | AvgROC | | max |
| BP | NtN | 0.0107 | 0.7498 | 0.6920 | 0.1712 | dRW | 0.6902 | 0.9044 | 0.8737 | 0.9301 | SVD | 0.7313 | 0.9053 | 0.9349 | 0.9206 | AE | 0.5341 | 0.9049 | 0.8495 | 0.5617 | DRBM | 0.8378 | 0.9109 | 0.9883 | 0.9217 |
| CC | NtN | 0.0036 | 0.6569 | 0.6641 | 0.1063 | dRW | 0.6806 | 0.8999 | 0.9186 | 0.9516 | SVD | 0.7139 | 0.8942 | 0.9592 | 0.9157 | AE | 0.8081 | 0.8932 | 0.9629 | 0.8819 | DRBM | 0.7982 | 0.9192 | 0.9955 | 0.9437 |
| MF | NtN | 0.3891 | 0.7767 | 0.8450 | 0.0121 | dRW | 0.7909 | 0.9130 | 0.9208 | 0.9529 | SVD | 0.8022 | 0.8022 | 0.9526 | 0.9480 | AE | 0.7683 | 0.9047 | 0.8186 | 0.5604 | DRBM | 0.8517 | 0.9085 | 0.9898 | 0.9470 |
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