qolmat.imputations.imputers.ImputerMICE¶
- class qolmat.imputations.imputers.ImputerMICE(groups: Tuple[str, ...] = (), estimator: Optional[BaseEstimator] = None, random_state: Optional[Union[int, RandomState]] = None, sample_posterior=False, max_iter=100)[source]¶
MICE imputer.
Wrapper of the class sklearn.impute.IterativeImputer in our framework. This imputer relies on an estimator which is iterative.
- Parameters
- groupsTuple[str, …], optional
specific groups for groupby, by default ()
- estimatorOptional[BaseEstimator], optional
estimator to use, by default None
- random_stateRandomSetting, optional
random state, by default None
- sample_posteriorbool, optional
true if sample, false otherwise, by default False
- max_iterint, optional
maximum number of iterations, by default 100
