Table 5 Time series forecasting results on PM2.5 time series of Beijing.

From: Fuzzy inference-based LSTM for long-term time series prediction

Prediction length

Metric

ARIMA11

LSTM39

FPFTS48

FLSTM(Ours)

200

RMSE

269.425

189.279

185.049

176.416

SMAPE

1.939

0.913

0.891

0.871

400

RMSE

239.308

193.850

186.940

178.262

SMAPE

1.8951

1.039

0.979

0.885

600

RMSE

226.775

196.529

171.223

180.512

SMAPE

1.947

1.036

0.934

0.902

 

Count

0

0

1

5

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