Table 2 The parameters of the XGB algorithm that need to be tuned.
Parameter | Range |
|---|---|
Number of decision trees (K) | \([1,\infty ]\) |
Learning rate (\(\eta\)) | [0, 1] |
Gamma (\(\gamma\)) | \([0,\infty ]\) |
Sub sample (ss) | \([1,\infty ]\) |
Maximum depth (md) | \([0,\infty ]\) |
Minimum child weight (mcw) | \([0,\infty ]\) |