| eta = | {0.10, 0.15, 0.20, 0.25, 0.30, 0.50, 0.60, 0.70, 0.90} |
| maximum depth = | {6, 8, 10, 12, 15, 20, 30} |
| minimum child weight= | {1, 3, 5, 7, 9} |
| gamma = | {0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.7, 0.9} |
| subsample = | {0.1, 0.3, 0.5, 0.7, 0.9} |
| sampling method = | {uniform, gradient based} |