Matches in SemOpenAlex for { <https://semopenalex.org/work/W2152966212> ?p ?o ?g. }
- W2152966212 endingPage "923" @default.
- W2152966212 startingPage "916" @default.
- W2152966212 abstract "Structured prediction tasks pose a fundamental trade-o between the need for model complexity to increase predictive power and the limited computational resources for inference in the exponentially-sized output spaces such models require. We formulate and develop structured prediction cascades: a sequence of increasingly complex models that progressively lter the space of possible outputs. We represent an exponentially large set of ltered outputs using max marginals and propose a novel convex loss function that balances ltering error with ltering eciency. We provide generalization bounds for these loss functions and evaluate our approach on handwriting recognition and part-of-speech tagging. We nd that the learned cascades are capable of reducing the complexity of inference by up to ve orders of magnitude, enabling the use of models which incorporate higher order features and yield higher accuracy." @default.
- W2152966212 created "2016-06-24" @default.
- W2152966212 creator A5067774356 @default.
- W2152966212 creator A5084067543 @default.
- W2152966212 date "2010-03-31" @default.
- W2152966212 modified "2023-09-27" @default.
- W2152966212 title "Structured Prediction Cascades" @default.
- W2152966212 cites W1535015163 @default.
- W2152966212 cites W1565837646 @default.
- W2152966212 cites W1572572873 @default.
- W2152966212 cites W1632114991 @default.
- W2152966212 cites W1773803948 @default.
- W2152966212 cites W2008652694 @default.
- W2152966212 cites W2051818821 @default.
- W2152966212 cites W2092594518 @default.
- W2152966212 cites W2105644991 @default.
- W2152966212 cites W2118584553 @default.
- W2152966212 cites W2125993116 @default.
- W2152966212 cites W2139686264 @default.
- W2152966212 cites W2142623206 @default.
- W2152966212 cites W2147880316 @default.
- W2152966212 cites W2408247689 @default.
- W2152966212 cites W2579923771 @default.
- W2152966212 cites W3097096317 @default.
- W2152966212 hasPublicationYear "2010" @default.
- W2152966212 type Work @default.
- W2152966212 sameAs 2152966212 @default.
- W2152966212 citedByCount "68" @default.
- W2152966212 countsByYear W21529662122012 @default.
- W2152966212 countsByYear W21529662122013 @default.
- W2152966212 countsByYear W21529662122014 @default.
- W2152966212 countsByYear W21529662122015 @default.
- W2152966212 countsByYear W21529662122016 @default.
- W2152966212 countsByYear W21529662122017 @default.
- W2152966212 countsByYear W21529662122018 @default.
- W2152966212 countsByYear W21529662122019 @default.
- W2152966212 countsByYear W21529662122020 @default.
- W2152966212 countsByYear W21529662122021 @default.
- W2152966212 crossrefType "proceedings-article" @default.
- W2152966212 hasAuthorship W2152966212A5067774356 @default.
- W2152966212 hasAuthorship W2152966212A5084067543 @default.
- W2152966212 hasConcept C112680207 @default.
- W2152966212 hasConcept C11413529 @default.
- W2152966212 hasConcept C119857082 @default.
- W2152966212 hasConcept C126255220 @default.
- W2152966212 hasConcept C134306372 @default.
- W2152966212 hasConcept C14036430 @default.
- W2152966212 hasConcept C151376022 @default.
- W2152966212 hasConcept C154945302 @default.
- W2152966212 hasConcept C177148314 @default.
- W2152966212 hasConcept C177264268 @default.
- W2152966212 hasConcept C179799912 @default.
- W2152966212 hasConcept C199360897 @default.
- W2152966212 hasConcept C2524010 @default.
- W2152966212 hasConcept C2776214188 @default.
- W2152966212 hasConcept C2778112365 @default.
- W2152966212 hasConcept C33923547 @default.
- W2152966212 hasConcept C41008148 @default.
- W2152966212 hasConcept C54355233 @default.
- W2152966212 hasConcept C75235859 @default.
- W2152966212 hasConcept C78458016 @default.
- W2152966212 hasConcept C86803240 @default.
- W2152966212 hasConceptScore W2152966212C112680207 @default.
- W2152966212 hasConceptScore W2152966212C11413529 @default.
- W2152966212 hasConceptScore W2152966212C119857082 @default.
- W2152966212 hasConceptScore W2152966212C126255220 @default.
- W2152966212 hasConceptScore W2152966212C134306372 @default.
- W2152966212 hasConceptScore W2152966212C14036430 @default.
- W2152966212 hasConceptScore W2152966212C151376022 @default.
- W2152966212 hasConceptScore W2152966212C154945302 @default.
- W2152966212 hasConceptScore W2152966212C177148314 @default.
- W2152966212 hasConceptScore W2152966212C177264268 @default.
- W2152966212 hasConceptScore W2152966212C179799912 @default.
- W2152966212 hasConceptScore W2152966212C199360897 @default.
- W2152966212 hasConceptScore W2152966212C2524010 @default.
- W2152966212 hasConceptScore W2152966212C2776214188 @default.
- W2152966212 hasConceptScore W2152966212C2778112365 @default.
- W2152966212 hasConceptScore W2152966212C33923547 @default.
- W2152966212 hasConceptScore W2152966212C41008148 @default.
- W2152966212 hasConceptScore W2152966212C54355233 @default.
- W2152966212 hasConceptScore W2152966212C75235859 @default.
- W2152966212 hasConceptScore W2152966212C78458016 @default.
- W2152966212 hasConceptScore W2152966212C86803240 @default.
- W2152966212 hasLocation W21529662121 @default.
- W2152966212 hasOpenAccess W2152966212 @default.
- W2152966212 hasPrimaryLocation W21529662121 @default.
- W2152966212 hasRelatedWork W1511986666 @default.
- W2152966212 hasRelatedWork W1540144755 @default.
- W2152966212 hasRelatedWork W1632114991 @default.
- W2152966212 hasRelatedWork W1903393809 @default.
- W2152966212 hasRelatedWork W2008652694 @default.
- W2152966212 hasRelatedWork W2027979924 @default.
- W2152966212 hasRelatedWork W2092423930 @default.
- W2152966212 hasRelatedWork W2105644991 @default.
- W2152966212 hasRelatedWork W2105842272 @default.
- W2152966212 hasRelatedWork W2118584553 @default.
- W2152966212 hasRelatedWork W2119052294 @default.
- W2152966212 hasRelatedWork W2120340025 @default.