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API

.. currentmodule:: hidimstat

Base Classes

.. autosummary::
   :toctree: ./generated/api/base/
   :template: class.rst

   base_variable_importance.BaseVariableImportance
   base_perturbation.BasePerturbation
   base_variable_importance.GroupVariableImportanceMixin

Feature Importance Classes

.. autosummary::
   :toctree: ./generated/api/class/
   :template: class.rst

   LOCO
   CFI
   PFI
   D0CRT

Feature Importance functions

.. autosummary::
   :toctree: ./generated/api/class/
   :template: function.rst

   clustered_inference
   clustered_inference_pvalue
   desparsified_lasso
   desparsified_lasso_pvalue
   desparsified_group_lasso_pvalue
   ensemble_clustered_inference
   ensemble_clustered_inference_pvalue
   model_x_knockoff

Samplers

.. autosummary::
   :toctree: ./generated/api/class/
   :template: class.rst

   statistical_tools.conditional_sampling.ConditionalSampler
   statistical_tools.gaussian_knockoffs.GaussianKnockoffs

Helper Functions

.. autosummary::
   :toctree: ./generated/api/helper_functions/
   :template: function.rst

   quantile_aggregation
   reid