Automatic Surgery and Anesthesia Emergence Duration Prediction Using Artificial Neural Networks

Table 16

Prediction accuracy of the anesthesia emergence 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	0.6168	0.0137	0.6367	0.5958	0.6685	0.0156	0.6905	0.6492	0.6243	0.0133	0.6509	0.6039
3-128	0.6910	0.0069	0.7013	0.6812	0.7419	0.0093	0.7529	0.7240	0.6953	0.0081	0.7060	0.6816
3-256	0.7387	0.0085	0.7545	0.7282	0.7869	0.0062	0.7941	0.7743	0.7411	0.0083	0.7557	0.7266
3-512	0.7391	0.0148	0.7705	0.7241	0.7913	0.0150	0.8183	0.7758	0.7425	0.0132	0.7674	0.7266
4-64	0.6578	0.0112	0.6729	0.6372	0.7093	0.0091	0.7215	0.6921	0.6621	0.0097	0.6749	0.6437
4-128	0.7370	0.0163	0.7619	0.7180	0.7885	0.0158	0.8135	0.7652	0.7393	0.0157	0.7594	0.7124
4-256	0.7836	0.0152	0.8131	0.7650	0.8342	0.0132	0.8581	0.8178	0.7847	0.0157	0.8091	0.7558
4-512	0.7731	0.0181	0.7915	0.7359	0.8301	0.0167	0.8502	0.8016	0.7801	0.0177	0.8003	0.7451
5-64	0.6809	0.0153	0.7040	0.6570	0.7377	0.0150	0.7568	0.7095	0.6889	0.0187	0.7140	0.6558
5-128	0.7632	0.0201	0.7965	0.7365	0.8162	0.0207	0.8524	0.7841	0.7643	0.0201	0.7993	0.7411
5-256	0.7905	0.0158	0.8114	0.7651	0.8443	0.0151	0.8653	0.8206	0.7924	0.0167	0.8117	0.7599
5-512	0.7531	0.0246	0.7828	0.6956	0.8096	0.0227	0.8354	0.7561	0.7569	0.0211	0.7815	0.7060
6-64	0.6812	0.0166	0.7053	0.6477	0.7389	0.0161	0.7561	0.7023	0.6883	0.0155	0.7094	0.6537
6-128	0.7454	0.0143	0.7730	0.7210	0.8057	0.0139	0.8289	0.7780	0.7499	0.0141	0.7732	0.7225
6-256	0.7420	0.0282	0.7866	0.7030	0.8014	0.0272	0.8419	0.7649	0.7429	0.0275	0.7892	0.7029
6-512	0.7044	0.0170	0.7329	0.6812	0.7630	0.0178	0.7910	0.7351	0.7101	0.0160	0.7411	0.6905