Research Article
Automatic Surgery and Anesthesia Emergence Duration Prediction Using Artificial Neural Networks
Table 15
Loss value of the surgery duration prediction system with data enrichment and longer training time.
| Layers | Neurons | Multiple | Epochs | Testing dataset | Training dataset | Validation dataset | Mean | Std | Max | Min | Mean | Std | Max | Min | Mean | Std | Max | Min |
| 4 | 256 | 3 | 200 | 0.6551 | 0.0028 | 0.6588 | 0.6501 | 0.6364 | 0.0029 | 0.6404 | 0.6312 | 0.6550 | 0.0030 | 0.6586 | 0.6501 | 10 | 200 | 0.6284 | 0.0033 | 0.6368 | 0.6248 | 0.6251 | 0.0031 | 0.6329 | 0.6218 | 0.6296 | 0.0034 | 0.6380 | 0.6262 | 10 | 1000 | 0.6110 | 0.0014 | 0.6130 | 0.6093 | 0.6098 | 0.0011 | 0.6113 | 0.6081 | 0.6112 | 0.0015 | 0.6134 | 0.6088 |
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