FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2188409822> ?p ?o ?g. }

• W2188409822 endingPage "27" @default.
• W2188409822 startingPage "19" @default.
• W2188409822 abstract "One of the central questions in statistical learning theory is to determine the conditions under which agents can learn from experience. This includes the necessary and sufficient conditions for generalization from a given finite training set to new observations. In this paper, we prove that algorithmic stability in the inference process is equivalent to uniform generalization across all parametric loss functions. We provide various interpretations of this result. For instance, a relationship is proved between stability and data processing, which reveals that algorithmic stability can be improved by post-processing the inferred hypothesis or by augmenting training examples with artificial noise prior to learning. In addition, we establish a relationship between algorithmic stability and the size of the observation space, which provides a formal justification for dimensionality reduction methods. Finally, we connect algorithmic stability to the size of the hypothesis space, which recovers the classical PAC result that the size (complexity) of the hypothesis space should be controlled in order to improve algorithmic stability and improve generalization." @default.
• W2188409822 created "2016-06-24" @default.
• W2188409822 creator A5029133361 @default.
• W2188409822 date "2015-12-07" @default.
• W2188409822 modified "2023-09-24" @default.
• W2188409822 title "Algorithmic stability and uniform generalization" @default.
• W2188409822 cites W1564947197 @default.
• W2188409822 cites W1628829797 @default.
• W2188409822 cites W1892947258 @default.
• W2188409822 cites W2034681107 @default.
• W2188409822 cites W2053982386 @default.
• W2188409822 cites W2059584073 @default.
• W2188409822 cites W2082233060 @default.
• W2188409822 cites W2094438284 @default.
• W2188409822 cites W2099111195 @default.
• W2188409822 cites W2113584252 @default.
• W2188409822 cites W2119821739 @default.
• W2188409822 cites W2129278264 @default.
• W2188409822 cites W2138263042 @default.
• W2188409822 cites W2139338362 @default.
• W2188409822 cites W2149298154 @default.
• W2188409822 cites W2152722485 @default.
• W2188409822 cites W2154952480 @default.
• W2188409822 cites W2156135142 @default.
• W2188409822 cites W2579923771 @default.
• W2188409822 cites W27434444 @default.
• W2188409822 cites W2801752845 @default.
• W2188409822 cites W2964020133 @default.
• W2188409822 cites W607505555 @default.
• W2188409822 hasPublicationYear "2015" @default.
• W2188409822 type Work @default.
• W2188409822 sameAs 2188409822 @default.
• W2188409822 citedByCount "12" @default.
• W2188409822 countsByYear W21884098222016 @default.
• W2188409822 countsByYear W21884098222017 @default.
• W2188409822 countsByYear W21884098222018 @default.
• W2188409822 countsByYear W21884098222019 @default.
• W2188409822 countsByYear W21884098222021 @default.
• W2188409822 crossrefType "proceedings-article" @default.
• W2188409822 hasAuthorship W2188409822A5029133361 @default.
• W2188409822 hasConcept C105795698 @default.
• W2188409822 hasConcept C111030470 @default.
• W2188409822 hasConcept C111919701 @default.
• W2188409822 hasConcept C112972136 @default.
• W2188409822 hasConcept C11413529 @default.
• W2188409822 hasConcept C117251300 @default.
• W2188409822 hasConcept C119857082 @default.
• W2188409822 hasConcept C134306372 @default.
• W2188409822 hasConcept C154945302 @default.
• W2188409822 hasConcept C177148314 @default.
• W2188409822 hasConcept C177264268 @default.
• W2188409822 hasConcept C199360897 @default.
• W2188409822 hasConcept C2776214188 @default.
• W2188409822 hasConcept C2778572836 @default.
• W2188409822 hasConcept C33923547 @default.
• W2188409822 hasConcept C41008148 @default.
• W2188409822 hasConcept C70518039 @default.
• W2188409822 hasConcept C80444323 @default.
• W2188409822 hasConceptScore W2188409822C105795698 @default.
• W2188409822 hasConceptScore W2188409822C111030470 @default.
• W2188409822 hasConceptScore W2188409822C111919701 @default.
• W2188409822 hasConceptScore W2188409822C112972136 @default.
• W2188409822 hasConceptScore W2188409822C11413529 @default.
• W2188409822 hasConceptScore W2188409822C117251300 @default.
• W2188409822 hasConceptScore W2188409822C119857082 @default.
• W2188409822 hasConceptScore W2188409822C134306372 @default.
• W2188409822 hasConceptScore W2188409822C154945302 @default.
• W2188409822 hasConceptScore W2188409822C177148314 @default.
• W2188409822 hasConceptScore W2188409822C177264268 @default.
• W2188409822 hasConceptScore W2188409822C199360897 @default.
• W2188409822 hasConceptScore W2188409822C2776214188 @default.
• W2188409822 hasConceptScore W2188409822C2778572836 @default.
• W2188409822 hasConceptScore W2188409822C33923547 @default.
• W2188409822 hasConceptScore W2188409822C41008148 @default.
• W2188409822 hasConceptScore W2188409822C70518039 @default.
• W2188409822 hasConceptScore W2188409822C80444323 @default.
• W2188409822 hasLocation W21884098221 @default.
• W2188409822 hasOpenAccess W2188409822 @default.
• W2188409822 hasPrimaryLocation W21884098221 @default.
• W2188409822 hasRelatedWork W2099111195 @default.
• W2188409822 hasRelatedWork W2115633849 @default.
• W2188409822 hasRelatedWork W2131831090 @default.
• W2188409822 hasRelatedWork W2139338362 @default.
• W2188409822 hasRelatedWork W2149298154 @default.
• W2188409822 hasRelatedWork W2258658829 @default.
• W2188409822 hasRelatedWork W2521210682 @default.
• W2188409822 hasRelatedWork W2541283300 @default.
• W2188409822 hasRelatedWork W2579923771 @default.
• W2188409822 hasRelatedWork W2592206372 @default.
• W2188409822 hasRelatedWork W2623154256 @default.
• W2188409822 hasRelatedWork W27434444 @default.
• W2188409822 hasRelatedWork W2766655830 @default.
• W2188409822 hasRelatedWork W2963862692 @default.
• W2188409822 hasRelatedWork W2972709809 @default.
• W2188409822 hasRelatedWork W3006052099 @default.
• W2188409822 hasRelatedWork W3104368523 @default.
• W2188409822 hasRelatedWork W3116293005 @default.
• W2188409822 hasRelatedWork W3212221512 @default.

• next