Automatic Surgery and Anesthesia Emergence Duration Prediction Using Artificial Neural Networks

Table 5

Loss value of the surgery duration prediction system.

Layers-neurons	Testing dataset				Training dataset				Validation dataset
	Mean	Std	Max	Min	Mean	Std	Max	Min	Mean	Std	Max	Min
3-64	0.6974	0.0030	0.7041	0.6936	0.6828	0.0034	0.6903	0.6795	0.6969	0.0026	0.7029	0.6935
3-128	0.6771	0.0042	0.6882	0.6735	0.6604	0.0040	0.6701	0.6567	0.6763	0.0031	0.6839	0.6731
3-256	0.6665	0.0032	0.6712	0.6626	0.6481	0.0033	0.6529	0.6423	0.6662	0.0039	0.6705	0.6590
3-512	0.6664	0.0032	0.6700	0.6605	0.6481	0.0030	0.6521	0.6435	0.6664	0.0030	0.6708	0.6627
4-64	0.6850	0.0028	0.6907	0.6818	0.6686	0.0022	0.6717	0.6656	0.6843	0.0028	0.6891	0.6797
4-128	0.6643	0.0028	0.6703	0.6604	0.6459	0.0022	0.6492	0.6412	0.6641	0.0022	0.6665	0.6587
4-256	0.6551	0.0028	0.6588	0.6501	0.6364	0.0029	0.6404	0.6312	0.6550	0.0030	0.6586	0.6501
4-512	0.6569	0.0038	0.6649	0.6511	0.6380	0.0046	0.6467	0.6311	0.6565	0.0039	0.6639	0.6513
5-64	0.6824	0.0029	0.6876	0.6779	0.6646	0.0027	0.6693	0.6610	0.6821	0.0025	0.6860	0.6785
5-128	0.6639	0.0034	0.6682	0.6583	0.6451	0.0032	0.6492	0.6398	0.6645	0.0031	0.6688	0.6611
5-256	0.6579	0.0048	0.6661	0.6517	0.6383	0.0047	0.6464	0.6327	0.6570	0.0045	0.6640	0.6506
5-512	0.6583	0.0042	0.6639	0.6527	0.6389	0.0038	0.6446	0.6339	0.6589	0.0036	0.6632	0.6519
6-64	0.6802	0.0032	0.6863	0.6748	0.6623	0.0039	0.6702	0.6565	0.6807	0.0036	0.6883	0.6763
6-128	0.6679	0.0043	0.6742	0.6605	0.6489	0.0043	0.6549	0.6413	0.6677	0.0039	0.6719	0.6596
6-256	0.6606	0.0040	0.6680	0.6542	0.6405	0.0040	0.6480	0.6329	0.6604	0.0041	0.6690	0.6544
6-512	0.6659	0.0058	0.6782	0.6595	0.6468	0.0058	0.6581	0.6394	0.6661	0.0050	0.6761	0.6585