NumpyCategoricalCredalSet

class probly.representation.credal_set.numpy.NumpyCategoricalCredalSet(*args, **kwargs)

Bases: CategoricalCredalSet, ABC

Base class for NumPy-backed categorical credal sets.

abstract property barycenter: T

Return the barycenter of the credal set.

abstractmethod classmethod from_numpy_sample(sample: NumpySample[NumpyCategoricalDistribution]) → Self

Create a credal set from categorical distribution samples.

classmethod from_sample(sample: Sample[NumpyCategoricalDistribution]) → Self

Create a credal set from a sample of categorical distributions.

abstractmethod lower() → ndarray

Return the lower probabilities of the credal set.

abstract property num_classes: int

Return the number of classes in the credal set.

type: CredalSetType = 'categorical'

abstractmethod upper() → ndarray

Return the upper probabilities of the credal set.