credal_wrapper

probly.method.credal_wrapper(base: Predictor[In, Out], num_members: int, reset_params: bool = True) CredalWrapperPredictor[In, Out][source]

Create a credal wrapper predictor from a base predictor based on [WCS+25].

Parameters:
  • base – The base classifier to replicate into an ensemble.

  • num_members – Number of ensemble members.

  • reset_params – Whether to reset the parameters of each member. Default is True.

Returns:

The credal wrapper predictor outputting a ProbabilityIntervalsCredalSet.

Examples using probly.method.credal_wrapper

Credal Wrapper Output Visualization

Credal Wrapper Output Visualization

Credal Wrapper on MNIST

Credal Wrapper on MNIST