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. 2020 May 16;20(10):2832. doi: 10.3390/s20102832

Table 3.

All models performance in each dataset.

Dataset Model MSE ± STD
Train Error Test Error
Beijin PM2.5 LSTM-0 0.021 ± 0.020 0.016 ± 0.009
LSTM-mean 0.021 ± 0.016 0.015 ± 0.011
B-LSTM 0.016 ± 0.008 0.010 ± 0.004
F-LSTM 0.180 ± 0.324 0.172 ± 0.323
BVS-LSTM 0.013 ± 0.006 0.010 ± 0.004
FBVS-LSTM 0.012 ± 0.004 0.011 ± 0.005
Italy Air Quality LSTM-0 0.122 ± 0.123 0.130 ± 0.142
LSTM-mean 0.063 ± 0.078 0.066 ± 0.082
B-LSTM 0.027 ± 0.003 0.027 ± 0.009
F-LSTM 0.030 ± 0.007 0.029 ± 0.015
BVS-LSTM 0.031 ± 0.011 0.031 ± 0.013
FBVS-LSTM 0.023 ± 0.002 0.024 ± 0.006
Beijing Multi-Site Air-Quality LSTM-0 0.049 ± 0.029 0.06± 0.032
LSTM-mean 0.038 ± 0.015 0.03 ± 0.023
B-LSTM 0.031 ± 0.011 0.03 ± 0.016
F-LSTM 0.179 ± 0.3 0.148 ± 0.25
BVS-LSTM 0.034 ± 0.008 0.040 ± 0.024
FBVS-LSTM 0.026 ± 0.019 0.031 ± 0.002