Matches in SemOpenAlex for { <https://semopenalex.org/work/W207890491> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W207890491 endingPage "132" @default.
- W207890491 startingPage "121" @default.
- W207890491 abstract "Knowledge compilation is a powerful approach to exact inference in probabilistic graphical models, which is able to effectively exploit determinism and context-specific independence, allowing it to scale to highly connected models that are otherwise infeasible using more traditional methods (based on treewidth alone). Previous approaches were based on performing two steps: encode a model into CNF, then compile the CNF into an equivalent but more tractable representation (d-DNNF), where exact inference reduces to weighted model counting. In this paper, we investigate a bottom-up approach, that is enabled by a recently proposed representation, the Sentential Decision Diagram (SDD). We describe a novel and efficient way to encode the factors of a given model directly to SDDs, bypassing the CNF representation. To compile a given model, it now suffices to conjoin the SDD representations of its factors, using an apply operator, which d-DNNFs lack. Empirically, we find that our simpler approach to knowledge compilation is as effective as those based on d-DNNFs, and at times, orders-of-magnitude faster." @default.
- W207890491 created "2016-06-24" @default.
- W207890491 creator A5005279742 @default.
- W207890491 creator A5027252816 @default.
- W207890491 creator A5040084346 @default.
- W207890491 date "2013-01-01" @default.
- W207890491 modified "2023-10-14" @default.
- W207890491 title "Compiling Probabilistic Graphical Models Using Sentential Decision Diagrams" @default.
- W207890491 cites W1535430927 @default.
- W207890491 cites W1539278744 @default.
- W207890491 cites W1592338211 @default.
- W207890491 cites W2062818807 @default.
- W207890491 cites W2070574955 @default.
- W207890491 cites W2080267935 @default.
- W207890491 cites W2153074847 @default.
- W207890491 cites W2272508587 @default.
- W207890491 cites W3099451540 @default.
- W207890491 doi "https://doi.org/10.1007/978-3-642-39091-3_11" @default.
- W207890491 hasPublicationYear "2013" @default.
- W207890491 type Work @default.
- W207890491 sameAs 207890491 @default.
- W207890491 citedByCount "37" @default.
- W207890491 countsByYear W2078904912013 @default.
- W207890491 countsByYear W2078904912014 @default.
- W207890491 countsByYear W2078904912015 @default.
- W207890491 countsByYear W2078904912016 @default.
- W207890491 countsByYear W2078904912017 @default.
- W207890491 countsByYear W2078904912018 @default.
- W207890491 countsByYear W2078904912019 @default.
- W207890491 countsByYear W2078904912020 @default.
- W207890491 countsByYear W2078904912021 @default.
- W207890491 countsByYear W2078904912023 @default.
- W207890491 crossrefType "book-chapter" @default.
- W207890491 hasAuthorship W207890491A5005279742 @default.
- W207890491 hasAuthorship W207890491A5027252816 @default.
- W207890491 hasAuthorship W207890491A5040084346 @default.
- W207890491 hasConcept C104317684 @default.
- W207890491 hasConcept C151730666 @default.
- W207890491 hasConcept C154945302 @default.
- W207890491 hasConcept C155846161 @default.
- W207890491 hasConcept C169590947 @default.
- W207890491 hasConcept C17744445 @default.
- W207890491 hasConcept C185592680 @default.
- W207890491 hasConcept C199360897 @default.
- W207890491 hasConcept C199539241 @default.
- W207890491 hasConcept C20837028 @default.
- W207890491 hasConcept C2776214188 @default.
- W207890491 hasConcept C2776359362 @default.
- W207890491 hasConcept C2779343474 @default.
- W207890491 hasConcept C3309909 @default.
- W207890491 hasConcept C41008148 @default.
- W207890491 hasConcept C49937458 @default.
- W207890491 hasConcept C55493867 @default.
- W207890491 hasConcept C66746571 @default.
- W207890491 hasConcept C80444323 @default.
- W207890491 hasConcept C84525736 @default.
- W207890491 hasConcept C86803240 @default.
- W207890491 hasConcept C94625758 @default.
- W207890491 hasConceptScore W207890491C104317684 @default.
- W207890491 hasConceptScore W207890491C151730666 @default.
- W207890491 hasConceptScore W207890491C154945302 @default.
- W207890491 hasConceptScore W207890491C155846161 @default.
- W207890491 hasConceptScore W207890491C169590947 @default.
- W207890491 hasConceptScore W207890491C17744445 @default.
- W207890491 hasConceptScore W207890491C185592680 @default.
- W207890491 hasConceptScore W207890491C199360897 @default.
- W207890491 hasConceptScore W207890491C199539241 @default.
- W207890491 hasConceptScore W207890491C20837028 @default.
- W207890491 hasConceptScore W207890491C2776214188 @default.
- W207890491 hasConceptScore W207890491C2776359362 @default.
- W207890491 hasConceptScore W207890491C2779343474 @default.
- W207890491 hasConceptScore W207890491C3309909 @default.
- W207890491 hasConceptScore W207890491C41008148 @default.
- W207890491 hasConceptScore W207890491C49937458 @default.
- W207890491 hasConceptScore W207890491C55493867 @default.
- W207890491 hasConceptScore W207890491C66746571 @default.
- W207890491 hasConceptScore W207890491C80444323 @default.
- W207890491 hasConceptScore W207890491C84525736 @default.
- W207890491 hasConceptScore W207890491C86803240 @default.
- W207890491 hasConceptScore W207890491C94625758 @default.
- W207890491 hasLocation W2078904911 @default.
- W207890491 hasOpenAccess W207890491 @default.
- W207890491 hasPrimaryLocation W2078904911 @default.
- W207890491 hasRelatedWork W101581356 @default.
- W207890491 hasRelatedWork W1560073188 @default.
- W207890491 hasRelatedWork W179661928 @default.
- W207890491 hasRelatedWork W1846253165 @default.
- W207890491 hasRelatedWork W207890491 @default.
- W207890491 hasRelatedWork W2952155637 @default.
- W207890491 hasRelatedWork W2964209567 @default.
- W207890491 hasRelatedWork W3158759410 @default.
- W207890491 hasRelatedWork W4285600840 @default.
- W207890491 hasRelatedWork W4297805483 @default.
- W207890491 isParatext "false" @default.
- W207890491 isRetracted "false" @default.
- W207890491 magId "207890491" @default.
- W207890491 workType "book-chapter" @default.