def FeatureStabilizerWorker.fit(self, inputs, fx_choice=REG.AIG, **params) [source]
Execute the full temporal stationarity screening.
Assesses all features on both the training and test
segments using the ADF unit-root test, and produces
the stable feature set.
Parameters
inputs : FeStabilizerInput
Training + test datasets and feature lists.
fx_choice : str
The fitting strategy identifier. Defaults to REG.AIG.
**params : dict
Additional parameters passed to the internal fitter
(th_stationarity).
(th_stationarity).
Returns
FeatureStabilizer
The fitted instance with the stable feature set
and exclusion list available.
and exclusion list available.