Table 5.

Feature importance score in accordance with the four different FS strategies (RF, IG, XGB, and LGB). The five most significant features of individual models are underlined in blue.

FS Methods	Feature Importance Score
	F1	F2	F3	F4	F5	F6	F7	F8	F9	F10	F11	F12	F13
RF	$0.065$	$0.018$	$0.048$	$0.035$	$\underset{¯}{0.140}$	$0.035$	$\underset{¯}{0.072}$	$0.018$	$0.007$	$0.013$	$\underset{¯}{0.125}$	$\underset{¯}{0.116}$	$\underset{¯}{0.308}$
IG	$\underset{¯}{0.006}$	$0.00$	$0.003$	$0.005$	$0.00$	$0.00$	$0.00$	$0.00$	$\underset{¯}{0.005}$	$\underset{¯}{0.007}$	$0.002$	$\underset{¯}{0.006}$	$\underset{¯}{0.192}$
XGB	$\underset{¯}{0.073}$	$0.034$	$\underset{¯}{0.054}$	$\underset{¯}{0.148}$	$0.036$	$0.029$	$0.035$	$0.034$	$0.017$	$0.039$	$\underset{¯}{0.049}$	$0.042$	$\underset{¯}{0.410}$
LGB	$\underset{¯}{0.074}$	$0.024$	$0.045$	$0.019$	$\underset{¯}{0.143}$	$0.03$	$0.049$	$0.016$	$0.007$	$0.010$	$\underset{¯}{0.185}$	$\underset{¯}{0.159}$	$\underset{¯}{0.240}$