probly.quantification.decomposition.decomposition

Base class uncertainty decomposition methods.

Classes

AdditiveDecomposition

Protocol for decompositions where AU and EU sum up to the total uncertainty.

AleatoricDecomposition

Protocol for decompositions with aleatoric uncertainty.

AleatoricEpistemicDecomposition

Protocol for decompositions into aleatoric and epistemic uncertainty.

AleatoricEpistemicTotalDecomposition

Protocol for decompositions into aleatoric, epistemic and total uncertainty.

AleatoricTotalDecomposition

Protocol for decompositions into aleatoric and total uncertainty.

CachingDecomposition

Protocol for decompositions that cache their components.

ConstantTotalDecomposition

Protocol for decompositions where the total uncertainty is constant.

Decomposer

Protocol for uncertainty quantification methods that also decompose the uncertainty.

Decomposition

Protocol for uncertainty decompositions.

EpistemicDecomposition

Protocol for decompositions with epistemic uncertainty.

EpistemicTotalDecomposition

Protocol for decompositions into epistemic and total uncertainty.

TotalDecomposition

Protocol for decompositions with total uncertainty.