Skip to main content
. 2023 Oct 18;24:392. doi: 10.1186/s12859-023-05502-x

Table 2.

Algorithms comparison of computation time, target feature selection and predictive performance

Model p n Performance
Target feature selection (F1 Score) Predictive performance (RMSE) Computation time (minutes)
StW IGIS mIGIS AIWrap StW IGIS mIGIS AIWrap StW IGIS mIGIS AIWrap
1_M 50 50 0.48 0.00 0.18 0.47 0.55 1.14 1.14 0.43 7.57  < 0.02 0.07 24.85
2_M 50 100 0.71 0.00 0.95 0.63 0.29 1.11 0.30 0.29 10.68  < 0.02 0.60 23.93
3_M 100 75 0.29 0.00 0.75 0.33 0.64 1.19 0.81 0.48 11.30  < 0.02 0.62 18.22
4_M 100 100 0.42 0.18 0.18 0.43 0.36 1.18 1.18 0.36 31.52  < 0.02 0.12 33.07
1_I 15 50 0.41 0.73 1.20 0.38 0.97 2.18
2_I 25 50 0.26 0.39 1.32 0.49 2.72 7.23

Values in Bold means best results