Table 6 Parameter range and optimal parameters for grid search.

From: GPP estimation based on CatBoost and analysis of change driving factors in Shanxi Province, China

Parameters

Parameter search space

Sampling interval

Optimal value

max_depth

[1, 6]

1

5

learning_rate

[0.01, 0.1]

0.02

0.03

l2_leaf_reg

[1, 3]

1

1