LibCity / Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining
https://libcity.ai/
Apache License 2.0
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Robustness test #419

Closed Kazeya27 closed 1 month ago

Kazeya27 commented 1 month ago
PEMSD8-flow数据(均值230,标准差145),均值10标准差500噪声,HIEST模型结果 噪声比例 MAE RMSE
0 15.07 23,83
0.1 34.79 59.92
0.3 82.70 119.62
0.9 163.58 201.03
PEMSD8-flow数据(均值230,标准差145),均值10标准差15噪声,HIEST模型结果 噪声比例 MAE RMSE MAPE
0 15.04 23.88 9.77%
0.1 15.18 23.97 10.40%
0.2 15.34 24.09 11.05%
0.3 15.56 24.25 11.79%
设置零值结果 噪声比例 MAE RMSE MAPE
0 15.04 23.88 9.77%
0.1 23.26 37.41 13.19%
0.2 31.09 48.31 17.24%
0.3 38.28 58.46 20.85%