qolmat.imputations.preprocessing.make_robust_MixteHGB¶
- qolmat.imputations.preprocessing.make_robust_MixteHGB(scale_numerical: bool = False, avoid_new: bool = False) Pipeline[source]¶
Create a robust pipeline for MixteHGBM.
Create a preprocessing pipeline managing mixed type data by one hot encoding categorical features. This estimator is intended for use in ImputerRegressor to deal with mixed type data.
Note that from sklearn 1.4 HistGradientBoosting Natively Supports Categorical DTypes in DataFrames, so that this pipeline is not required anymore.
- Parameters
- scale_numericalbool, default=False
Whether to scale numerical features.
- avoid_newbool, default=False
Whether to forbid new numerical values.
- Returns
- robust_MixteHGBobject
A robust pipeline for MixteHGBM.
