FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2169063797> ?p ?o ?g. }

• W2169063797 endingPage "1673" @default.
• W2169063797 startingPage "1665" @default.
• W2169063797 abstract "For a learning problem whose associated excess loss class is (β, B)-Bernstein, we show that it is theoretically possible to track the same classification performance of the best (unknown) hypothesis in our class, provided that we are free to abstain from prediction in some region of our choice. The (probabilistic) volume of this rejected region of the domain is shown to be diminishing at rate $O(Btheta (sqrt{1/m}))^beta)$, where θ is Hanneke's disagreement coefficient. The strategy achieving this performance has computational barriers because it requires empirical error minimization in an agnostic setting. Nevertheless, we heuristically approximate this strategy and develop a novel selective classification algorithm using constrained SVMs. We show empirically that the resulting algorithm consistently outperforms the traditional rejection mechanism based on distance from decision boundary." @default.
• W2169063797 created "2016-06-24" @default.
• W2169063797 creator A5025669300 @default.
• W2169063797 creator A5060848430 @default.
• W2169063797 date "2011-12-12" @default.
• W2169063797 modified "2023-10-18" @default.
• W2169063797 title "Agnostic Selective Classification" @default.
• W2169063797 cites W107039962 @default.
• W2169063797 cites W146740654 @default.
• W2169063797 cites W1499068489 @default.
• W2169063797 cites W1572210044 @default.
• W2169063797 cites W1824259148 @default.
• W2169063797 cites W200409851 @default.
• W2169063797 cites W2043919728 @default.
• W2169063797 cites W2101946573 @default.
• W2169063797 cites W2108428725 @default.
• W2169063797 cites W2111296615 @default.
• W2169063797 cites W2114232233 @default.
• W2169063797 cites W2116458520 @default.
• W2169063797 cites W2117756453 @default.
• W2169063797 cites W2118179349 @default.
• W2169063797 cites W2118377301 @default.
• W2169063797 cites W2126022166 @default.
• W2169063797 cites W2143426320 @default.
• W2169063797 cites W2147947791 @default.
• W2169063797 cites W2153635508 @default.
• W2169063797 cites W2161813894 @default.
• W2169063797 cites W2167595980 @default.
• W2169063797 cites W2951528191 @default.
• W2169063797 cites W3204165973 @default.
• W2169063797 cites W99903558 @default.
• W2169063797 hasPublicationYear "2011" @default.
• W2169063797 type Work @default.
• W2169063797 sameAs 2169063797 @default.
• W2169063797 citedByCount "23" @default.
• W2169063797 countsByYear W21690637972012 @default.
• W2169063797 countsByYear W21690637972014 @default.
• W2169063797 countsByYear W21690637972015 @default.
• W2169063797 countsByYear W21690637972016 @default.
• W2169063797 countsByYear W21690637972018 @default.
• W2169063797 countsByYear W21690637972019 @default.
• W2169063797 countsByYear W21690637972020 @default.
• W2169063797 countsByYear W21690637972021 @default.
• W2169063797 crossrefType "proceedings-article" @default.
• W2169063797 hasAuthorship W2169063797A5025669300 @default.
• W2169063797 hasAuthorship W2169063797A5060848430 @default.
• W2169063797 hasConcept C11413529 @default.
• W2169063797 hasConcept C119857082 @default.
• W2169063797 hasConcept C12267149 @default.
• W2169063797 hasConcept C126255220 @default.
• W2169063797 hasConcept C134306372 @default.
• W2169063797 hasConcept C147764199 @default.
• W2169063797 hasConcept C154945302 @default.
• W2169063797 hasConcept C2777212361 @default.
• W2169063797 hasConcept C33923547 @default.
• W2169063797 hasConcept C36503486 @default.
• W2169063797 hasConcept C41008148 @default.
• W2169063797 hasConcept C42023084 @default.
• W2169063797 hasConcept C49937458 @default.
• W2169063797 hasConceptScore W2169063797C11413529 @default.
• W2169063797 hasConceptScore W2169063797C119857082 @default.
• W2169063797 hasConceptScore W2169063797C12267149 @default.
• W2169063797 hasConceptScore W2169063797C126255220 @default.
• W2169063797 hasConceptScore W2169063797C134306372 @default.
• W2169063797 hasConceptScore W2169063797C147764199 @default.
• W2169063797 hasConceptScore W2169063797C154945302 @default.
• W2169063797 hasConceptScore W2169063797C2777212361 @default.
• W2169063797 hasConceptScore W2169063797C33923547 @default.
• W2169063797 hasConceptScore W2169063797C36503486 @default.
• W2169063797 hasConceptScore W2169063797C41008148 @default.
• W2169063797 hasConceptScore W2169063797C42023084 @default.
• W2169063797 hasConceptScore W2169063797C49937458 @default.
• W2169063797 hasLocation W21690637971 @default.
• W2169063797 hasOpenAccess W2169063797 @default.
• W2169063797 hasPrimaryLocation W21690637971 @default.
• W2169063797 hasRelatedWork W146740654 @default.
• W2169063797 hasRelatedWork W2101946573 @default.
• W2169063797 hasRelatedWork W2104770855 @default.
• W2169063797 hasRelatedWork W2108428725 @default.
• W2169063797 hasRelatedWork W2114232233 @default.
• W2169063797 hasRelatedWork W2116012423 @default.
• W2169063797 hasRelatedWork W2116458520 @default.
• W2169063797 hasRelatedWork W2118377301 @default.
• W2169063797 hasRelatedWork W2126022166 @default.
• W2169063797 hasRelatedWork W2147947791 @default.
• W2169063797 hasRelatedWork W2151023586 @default.
• W2169063797 hasRelatedWork W2155802323 @default.
• W2169063797 hasRelatedWork W2158707174 @default.
• W2169063797 hasRelatedWork W2161813894 @default.
• W2169063797 hasRelatedWork W2194775991 @default.
• W2169063797 hasRelatedWork W2522957395 @default.
• W2169063797 hasRelatedWork W2963385980 @default.
• W2169063797 hasRelatedWork W2963613748 @default.
• W2169063797 hasRelatedWork W3103537123 @default.
• W2169063797 hasRelatedWork W3171327347 @default.
• W2169063797 hasVolume "24" @default.
• W2169063797 isParatext "false" @default.
• W2169063797 isRetracted "false" @default.

• next