skada.DensityReweight

skada.DensityReweight(base_estimator=None, weight_estimator=None)[source]

Density re-weighting pipeline adapter and estimator.

Parameters:
base_estimatorsklearn estimator, default=None

estimator used for fitting and prediction

weight_estimatorestimator object, optional

The estimator to use to estimate the densities of source and target observations. If None, a KernelDensity estimator is used.

Returns:
pipelinesklearn pipeline

Pipeline containing the DensityReweight adapter and the base estimator.

Examples using skada.DensityReweight

Comparison of DA classification methods

Comparison of DA classification methods

Reweighting method example on covariate shift dataset

Reweighting method example on covariate shift dataset