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Table 3 Validation set error of the SARIMA-LSTM model

From: Study on the prediction effect of a combined model of SARIMA and LSTM based on SSA for influenza in Shanxi Province, China

Neuron number

MSE

MAE

RMSE

2

0.0513

0.1602

0.2264

3

0.0521

0.1601

0.2282

4

0.0512

0.1578

0.2264

5

0.0516

0.1602

0.2271

6

0.0518

0.1601

0.2275

7

0.0516

0.1612

0.2272

8

0.0513

0.1594

0.2266

9

0.0514

0.1592

0.2268

10

0.0523

0.1595

0.2287

11

0.0515

0.1588

0.2268

12

0.0516

0.1605

0.2271

  1. Bold values indicate the optimal hidden layer neuron