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Mathematical Problems in Engineering
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2021
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Article
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Tab 2
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Research Article
Longer Time Span Air Pollution Prediction: The Attention and Autoencoder Hybrid Learning Model
Table 2
Experiment on the dataset of Shanghai with time span of 48, node size of 32, and data segmentation of [24, 72].
Model
MAE
MAPE
COR
LSTM
11.36
73.02
0.28
GRU
11.38
69.20
0.30
SEQ2SEQ
12.69
76.01
0.26
Attention
11.21
70.45
0.35
A&A learning
10.93
61.72
0.37