Emergency Department Capacity Planning: A Recurrent Neural Network and Simulation Approach

Table 4

Summary statistics of MAPE of 10 ML techniques across the 10-fold cross-validation, 5-year hourly arrival data.

ML	LSTM	LR	DT	GBM	SG	AB	KNN	SVM	MLP	RF
Mean	46.73	59.21	50.77	52.68	59.08	79.12	52.19	96.17	52.12	50.78
SD	2.19	0.59	0.51	0.53	0.63	3.14	0.73	1.28	1.44	0.52
Min	42.99	58.18	50.00	51.61	58.04	71.14	51.06	94.31	50.08	49.99
Max	51.42	60.09	51.45	53.49	60.06	82.62	53.47	98.87	54.31	51.40

SD: standard deviation.