To accommodate the new DecoupledClass, a new hierarchy was created in the cohort module: we now have the CohortHandler class, which implements the basic cohort functionalities, but serves as an abstract class. The CohortManager and the DecoupledClass inherits from the CohortHandler class;
New tutorial notebook showcasing the new DecoupledClass;
New case studies showcasing the new DecoupledClass;
Updated the docs to account for the new Decoupled Classifiers;
Fixed the issue where the pickled classes from raimitigations were too large
This PR adds the Decoupled Classifier into the
cohortmodule. The following are added:DecoupledClassclass that implements the Decoupled Classifiers, presented in the paper Decoupled classifiers for group-fair and efficient machine learning;DecoupledClass, a new hierarchy was created in thecohortmodule: we now have theCohortHandlerclass, which implements the basic cohort functionalities, but serves as an abstract class. TheCohortManagerand theDecoupledClassinherits from theCohortHandlerclass;DecoupledClass;DecoupledClass;raimitigationswere too large