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

Table 2.

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

Series Mean of squared residuals % Var explained Feature Importance Execution Time (sec)
Feature #1 Feature #2 Feature #3
D1 (F) 0.000045 61.33 Res(42.71) EMA12 (8.15) MTM5 (7.82) 0.41
D1 (NF) 0.000114 3.04 LAG1 (8.91) MTMS (7.84) WMS (6.56) 0.52
D2 (F) 0.000041 75.9 Res(37.2) LOSS (20.29) WMS (16.71) 0.43
D2 (NF) 0.000085 50.58 LOSS (21.62) WMS (17.33) LAG1 (13.89) 0.36
D3 (F) 0.000031 87.03 Res(24.18) LAG1 (20.48) WMS (15.48) 0.49
D3 (NF) 0.000044 81.69 LAG1 (21.90) LOSS (16.61) WMS (15.88) 0.37
D4 (F) 0.000017 95.74 LAG1 (19.76) Res(17.77) B5 (16.46) 0.36
D4 (NF) 0.000020 94.73 LAG1 (19.23) LOSS (16.06) B5 (14.61) 0.36
S4 (F) 0.000054 99.88 MTM10 (10.53) B10 (9.63) LAG1 (7.87) 0.37
S4 (NF) 0.000056 99.87 MTM20 (9.47) MTM5 (9.33) LAG1 (8.86) 0.34