Skip to main content
. 2022 Jan 18;47(8):9907–9930. doi: 10.1007/s13369-021-06472-z

Table 5.

Base and Meta Models leaderboard

Model Id Optimal Parameter(s) Mean per Class Error Logloss RMSE MSE
StackedEnsemble_AllModels 0.0183571 0.0316226 0.0876373 0.00768029
GBM_5 number_of_trees = 96, 0.0202543 0.0450185 0.096788 0.00936791
min_depth = 1,
max_depth = 15,
min_leaves = 1,
max_leaves = 71,
mean_leaves = 58
XGBoost_3 number_of_trees = 120 0.0224418 0.0373026 0.0942976 0.00889204
DRF_1 number_of_trees = 46, 0.0313595 0.0743251 0.124194 0.0154243
min_depth = 5,
max_depth = 20,
min_leaves = 6,
max_leaves = 274,
mean_leaves = 76
GLM_1 family = multinomial, 0.37236 0.13865
λ = 0.002609,
λMax = 18.99,
λMin = 0.0026