shapiq.imputer

Imputation strategies for handling missing feature coalitions in tabular explanations.

All imputers inherit from Imputer and convert a model prediction function into a cooperative game by imputing unobserved feature values.

Classes

Imputer	Base class for Imputers.
MarginalImputer	The marginal imputer for the shapiq package.
GenerativeConditionalImputer	A GenerativeConditionalImputer for the shapiq package.
BaselineImputer	The baseline imputer for the shapiq package.
TabPFNImputer	An Imputer for TabPFN using the Remove-and-Contextualize paradigm.
GaussianImputer	Implements the Gaussian-based approach for imputation according to [Aas21].
GaussianCopulaImputer	Implements the Gaussian copula-based approach for imputation according to [Aas21].