credal_relative_likelihood

probly.method.credal_relative_likelihood(base: Predictor[In, Out], num_members: int, reset_params: bool = True, tobias_value: int = 100) ClassBiasEnsemblePredictor[In, Out][source]

Create a Credal Relative Likelihood predictor from a base predictor.

Based on [LohrHMHullermeier25].

Parameters:
  • base – The base classifier to replicate into a class-bias ensemble.

  • num_members – Number of ensemble members, one per class by convention.

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

  • tobias_value – Magnitude of the class-specific bias initialization. Default is 3.0.

Returns:

The credal relative likelihood predictor outputting a ProbabilityIntervalsCredalSet.

Examples using probly.method.credal_relative_likelihood

Credal Relative Likelihood Visualization

Credal Relative Likelihood Visualization

Credal Relative Likelihood on MNIST

Credal Relative Likelihood on MNIST