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Table 6 Comparison of the three models in fitting and prediction performances

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

Model

Fitting performance

Prediction performance

MSE

MAE

RMSE

MSE

MAE

RMSE

SARIMA

0.085

0.183

0.291

0.187

0.283

0.432

SARIMA-LSTM

0.073

0.177

0.270

0.171

0.248

0.413

SSA-SARIMA-LSTM

0.052

0.151

0.229

0.108

0.230

0.328

  1. Bold values indicate the smallest MSE, MAE, RMSE
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BMC Infectious Diseases

ISSN: 1471-2334

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