Research Article
Emergency Department Capacity Planning: A Recurrent Neural Network and Simulation Approach
Table 2
Summary statistics of MAPE of 10 ML techniques across the 10-fold cross-validation, 1-year daily arrival data.
| ML | LSTM | LR | DT | GBM | SG | AB | KNN | SVM | MLP | RF |
| Mean | 16.79 | 20.83 | 26.10 | 20.19 | 21.04 | 22.24 | 20.54 | 21.57 | 21.81 | 21.88 | SD | 6.49 | 6.27 | 7.33 | 6.26 | 6.06 | 6.60 | 6.68 | 6.75 | 7.37 | 6.39 | Min | 11.78 | 14.18 | 14.28 | 13.37 | 14.51 | 13.75 | 13.94 | 14.38 | 14.05 | 13.20 | Max | 35.05 | 30.47 | 36.54 | 29.69 | 30.50 | 31.05 | 32.13 | 32.31 | 32.31 | 30.63 |
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SD: standard deviation.
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