Table 5 Validation data metrics for random search (RS) and grid search (GS) models.

From: Bayesian model averaging based deep learning forecasts of inpatient bed occupancy in mental health facilities

Models

Random search (RS) Models

Grid search (GS) models

 

RMSE (no.)

MAE (no.)

MAPE (%)

RMSE (no.)

MAE (no.)

MAPE (%)

TDNN

34.941

27.328

10.410

59.883

46.619

19.060

RNN

49.244

39.145

13.704

41.235

32.625

11.422

GRU

38.604

29.454

9.338

22.698

15.821

4.943

LSTM

54.390

40.732

14.658

27.571

20.231

6.335

BiGRU

42.953

33.016

11.421

29.844

21.371

6.772

BiLSTM

41.262

31.876

10.931

34.187

25.373

9.287

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