probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition

class probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition

Bases: TotalDecomposition, AleatoricDecomposition, EpistemicDecomposition, Generic

Protocol for decompositions into aleatoric, epistemic and total uncertainty.

property aleatoric: AU

The aleatoric uncertainty of the decomposition.

canonical_notion

alias of TotalUncertainty

property components: list[type[Notion]]

The components of the decomposition.

property epistemic: EU

The epistemic uncertainty of the decomposition.

get(k[, d]) → D[k] if k in D, else d.  d defaults to None.

get_canonical() → Notion

Return the canonical notion of the decomposition.

get_notion(notion: type[N]) → N

Return the component corresponding to the given notion.

items() → a set-like object providing a view on D's items

keys() → a set-like object providing a view on D's keys

property total: TU

The total uncertainty of the decomposition.

values() → an object providing a view on D's values