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Publicatie

Facets of Distribution Identities in Probabilistic Team Semantics

Boekbijdrage - Boekhoofdstuk Conferentiebijdrage

We study probabilistic team semantics which is a semantical framework allowing the study of logical and probabilistic dependencies simultaneously. We examine and classify the expressive power of logical formalisms arising by different probabilistic atoms such as conditional independence and different variants of marginal distribution equivalences. We also relate the framework to the first-order theory of the reals and apply our methods to the open question on the complexity of the implication problem of conditional independence.
Boek: Logics in Artificial Intelligence JELIA 2019
Series: Lecture Notes in Artificial Intelligence (LNCS)
Volume: 11468
Pagina's: 304 - 320
ISBN:9783030195700
Jaar van publicatie:2019
Trefwoorden:Team semantics
BOF-keylabel:ja
IOF-keylabel:ja
Toegankelijkheid:Closed