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. 2022 Apr 14;2022:2921775. doi: 10.1155/2022/2921775

Table 14.

Prediction accuracy 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 0.7711 0.0115 0.7919 0.7560 0.8468 0.0118 0.8675 0.8303 0.7714 0.0124 0.7918 0.7564
10 200 0.8788 0.0134 0.8930 0.8453 0.8920 0.0128 0.9055 0.8602 0.8738 0.0138 0.8878 0.8398
10 1000 0.9485 0.0055 0.9550 0.9402 0.9530 0.0046 0.9599 0.9472 0.9473 0.0059 0.9570 0.9389