Graphoid properties of concepts of independence for sets of probabilities

Fabio Gagliardi Cozman

Resultado de la investigación: Contribución a una revistaArtículorevisión exhaustiva

Resumen

We examine several concepts of independence associated with (1) credal sets, understood as sets of probability measures, (2) sets of full conditional probabilities, (3) sets of lexicographic probabilities, and (4) sets of desirable gambles. Concepts of independence are evaluated with respect to the graphoid properties they satisfy, as these properties capture important abstract features of “independence”. We emphasize the analysis of sets of probability measures as this is a popular formalism, looking at versions of epistemic, confirmational, and type-5 independence that are based on regular conditioning, as well as complete and strong independence. We then examine analogous concepts of independence for sets of full conditional probabilities, sets of lexicographic probabilities, and sets of desirable gambles.

Idioma originalInglés
Páginas (desde-hasta)56-79
Número de páginas24
PublicaciónInternational Journal of Approximate Reasoning
Volumen131
DOI
EstadoPublicada - abr 2021
Publicado de forma externa

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