tabensemb.data.dataimputer.MiceLightgbmImputer

class tabensemb.data.dataimputer.MiceLightgbmImputer(**kwargs)

Bases: AbstractImputer

An implementation of MICE with lightgbm.

Parameters:

**kwargs

Arguments for miceforest.ImputationKernel.mice

Methods

__init__(**kwargs)

_defaults()	Defaults values for arguments defined in _cls_required_kwargs() and _required_kwargs()
_fit_transform(input_data, datamodule, **kwargs)	Fit the imputer and transform the input dataframe.
_transform(input_data, datamodule, **kwargs)	Transform the input tabular data using the fitted imputer.