Matches in SemOpenAlex for { <https://semopenalex.org/work/W2738737459> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W2738737459 abstract "For decomposable score-based structure learning of Bayesian networks, existing approaches first compute a collection of candidate parent sets for each variable and then optimize over this collection by choosing one parent set for each variable without creating directed cycles while maximizing the total score. We target the task of constructing the collection of candidate parent sets when the score of choice is the Bayesian Information Criterion (BIC). We provide new non-trivial results that can be used to prune the search space of candidate parent sets of each node. We analyze how these new results relate to previous ideas in the literature both theoretically and empirically. We show in experiments with UCI data sets that gains can be significant. Since the new pruning rules are easy to implement and have low computational costs, they can be promptly integrated into all state-of-the-art methods for structure learning of Bayesian networks." @default.
- W2738737459 created "2017-07-31" @default.
- W2738737459 creator A5004994425 @default.
- W2738737459 creator A5007403791 @default.
- W2738737459 creator A5047125862 @default.
- W2738737459 creator A5058863847 @default.
- W2738737459 date "2017-07-19" @default.
- W2738737459 modified "2023-09-23" @default.
- W2738737459 title "Entropy-based Pruning for Learning Bayesian Networks using BIC" @default.
- W2738737459 cites W2008906462 @default.
- W2738737459 cites W2159080219 @default.
- W2738737459 hasPublicationYear "2017" @default.
- W2738737459 type Work @default.
- W2738737459 sameAs 2738737459 @default.
- W2738737459 citedByCount "0" @default.
- W2738737459 crossrefType "posted-content" @default.
- W2738737459 hasAuthorship W2738737459A5004994425 @default.
- W2738737459 hasAuthorship W2738737459A5007403791 @default.
- W2738737459 hasAuthorship W2738737459A5047125862 @default.
- W2738737459 hasAuthorship W2738737459A5058863847 @default.
- W2738737459 hasConcept C106301342 @default.
- W2738737459 hasConcept C107673813 @default.
- W2738737459 hasConcept C108010975 @default.
- W2738737459 hasConcept C119857082 @default.
- W2738737459 hasConcept C121332964 @default.
- W2738737459 hasConcept C124101348 @default.
- W2738737459 hasConcept C154945302 @default.
- W2738737459 hasConcept C168136583 @default.
- W2738737459 hasConcept C177264268 @default.
- W2738737459 hasConcept C199360897 @default.
- W2738737459 hasConcept C33724603 @default.
- W2738737459 hasConcept C41008148 @default.
- W2738737459 hasConcept C62520636 @default.
- W2738737459 hasConcept C6557445 @default.
- W2738737459 hasConcept C86803240 @default.
- W2738737459 hasConceptScore W2738737459C106301342 @default.
- W2738737459 hasConceptScore W2738737459C107673813 @default.
- W2738737459 hasConceptScore W2738737459C108010975 @default.
- W2738737459 hasConceptScore W2738737459C119857082 @default.
- W2738737459 hasConceptScore W2738737459C121332964 @default.
- W2738737459 hasConceptScore W2738737459C124101348 @default.
- W2738737459 hasConceptScore W2738737459C154945302 @default.
- W2738737459 hasConceptScore W2738737459C168136583 @default.
- W2738737459 hasConceptScore W2738737459C177264268 @default.
- W2738737459 hasConceptScore W2738737459C199360897 @default.
- W2738737459 hasConceptScore W2738737459C33724603 @default.
- W2738737459 hasConceptScore W2738737459C41008148 @default.
- W2738737459 hasConceptScore W2738737459C62520636 @default.
- W2738737459 hasConceptScore W2738737459C6557445 @default.
- W2738737459 hasConceptScore W2738737459C86803240 @default.
- W2738737459 hasLocation W27387374591 @default.
- W2738737459 hasOpenAccess W2738737459 @default.
- W2738737459 hasPrimaryLocation W27387374591 @default.
- W2738737459 hasRelatedWork W1530158265 @default.
- W2738737459 hasRelatedWork W1585781035 @default.
- W2738737459 hasRelatedWork W2027299428 @default.
- W2738737459 hasRelatedWork W2080384608 @default.
- W2738737459 hasRelatedWork W2125048840 @default.
- W2738737459 hasRelatedWork W2154225404 @default.
- W2738737459 hasRelatedWork W2157024002 @default.
- W2738737459 hasRelatedWork W2289204371 @default.
- W2738737459 hasRelatedWork W2414258914 @default.
- W2738737459 hasRelatedWork W2465306788 @default.
- W2738737459 hasRelatedWork W2478162677 @default.
- W2738737459 hasRelatedWork W2494495812 @default.
- W2738737459 hasRelatedWork W2494835009 @default.
- W2738737459 hasRelatedWork W2552477883 @default.
- W2738737459 hasRelatedWork W2610381019 @default.
- W2738737459 hasRelatedWork W2942152573 @default.
- W2738737459 hasRelatedWork W2954300338 @default.
- W2738737459 hasRelatedWork W2962772147 @default.
- W2738737459 hasRelatedWork W2964137960 @default.
- W2738737459 hasRelatedWork W3199666594 @default.
- W2738737459 isParatext "false" @default.
- W2738737459 isRetracted "false" @default.
- W2738737459 magId "2738737459" @default.
- W2738737459 workType "article" @default.