Succinylation Site Prediction Based on Protein Sequences Using the IFS-LightGBM (BO) Model

Table 9

Hyperparameter optimization results of LightGBM (GS).

Hyperparameters	Meanings	Search ranges	Optimal values
learning_rate	Learning rate	(0.01, 1.0)	0.1
max_depth	Maximum depth of the tree	(1, 50)	15
max_bin	The max number of bins that feature values will be bucketed in	(10, 100)	20
reg_alpha	L1 regularization	(1-9, 1.0)	1-5
boosting_type	Training method	gbdt; goss; rf; dart	gbdt
num_leaves	Number of leaf nodes	(4, 50)	36
n_estimators	Number of iterations	(100, 600)	450