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. 2022 Jan 23:1–22. Online ahead of print. doi: 10.1007/s10479-021-04492-4

Table 3.

Features importance of the decomposed components of UK-During (During COVID-19 NGF-UK)

Series Mean of squared residuals % Var explained Feature Importance Execution Time (sec)
Feature #1 Feature #2 Feature #3
D1 (F) 0.000049 56.29 Res(43.39) UB (7.86) EMA10 (6.11) 0.47
D1 (NF) 0.000133 18.06 UB (10.29) EMA10 (7.48) EMA12 (7.35) 0.50
D2 (F) 0.000091 51.93 Res(27.57) WMS (11.96) LAG1 (11.07) 0.36
D2 (NF) 0.000144 23.71 LAG1 (14.05) WMS (12.04) EMA5 (8.75) 0.38
D3 (F) 0.000062 75.20 Res(20.98) LAG1 (17.64) MTM5 (12.46) 0.44
D3 (NF) 0.000078 68.73 LAG1 (19.87) EMA5 (12.50) B5 (12.18) 0.42
D4 (F) 0.000017 97.20 LAG1 (18.18) Res(17.87) MTM5 (13.49) 0.36
D4 (NF) 0.000019 96.72 LAG1 (18.37) MTM5 (14.74) LAG2 (12.85) 0.36
S4 (F) 0.000101 99.78 LAG1 (12.68) LAG2 (12.21) ROC20 (11.28) 0.33
S4 (NF) 0.000101 99.78 LAG1 (12.20) LAG2 (11.75) EMA5 (11.11) 0.34