AleatoricTotalDecomposition

class probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition

Bases: TotalDecomposition, AleatoricDecomposition, Generic

Protocol for decompositions into aleatoric and total uncertainty.

At least one of the two components (_aleatoric, _total) must be implemented, the other is then defined to be the same as the implemented component. Subclasses using an aliasing default must use the same payload type for AU and TU. Subclasses with distinct payload types must implement both components.

property aleatoric: AU

The aleatoric uncertainty of the decomposition.

canonical_notion

alias of TotalUncertainty

property components: list[type[Notion]]

The components 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