Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100287144> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W3100287144 endingPage "4149" @default.
- W3100287144 startingPage "4138" @default.
- W3100287144 abstract "Ensemble learning is widely used in applications to make predictions in complex decision problems---for example, averaging models fitted to a sequence of samples bootstrapped from the available training data. While such methods offer more accurate, stable, and robust predictions and model estimates, much less is known about how to perform valid, assumption-lean inference on the output of these types of procedures. In this paper, we propose the jackknife+-after-bootstrap (J+aB), a procedure for constructing a predictive interval, which uses only the available bootstrapped samples and their corresponding fitted models, and is therefore free in terms of the cost of model fitting. The J+aB offers a predictive coverage guarantee that holds with no assumptions on the distribution of the data, the nature of the fitted model, or the way in which the ensemble of models are aggregated---at worst, the failure rate of the predictive interval is inflated by a factor of 2. Our numerical experiments verify the coverage and accuracy of the resulting predictive intervals on real data." @default.
- W3100287144 created "2020-11-23" @default.
- W3100287144 creator A5023656131 @default.
- W3100287144 creator A5040661621 @default.
- W3100287144 creator A5048658972 @default.
- W3100287144 date "2020-01-01" @default.
- W3100287144 modified "2023-09-28" @default.
- W3100287144 title "Predictive inference is free with the jackknife+-after-bootstrap" @default.
- W3100287144 hasPublicationYear "2020" @default.
- W3100287144 type Work @default.
- W3100287144 sameAs 3100287144 @default.
- W3100287144 citedByCount "9" @default.
- W3100287144 countsByYear W31002871442020 @default.
- W3100287144 countsByYear W31002871442021 @default.
- W3100287144 crossrefType "proceedings-article" @default.
- W3100287144 hasAuthorship W3100287144A5023656131 @default.
- W3100287144 hasAuthorship W3100287144A5040661621 @default.
- W3100287144 hasAuthorship W3100287144A5048658972 @default.
- W3100287144 hasConcept C103402496 @default.
- W3100287144 hasConcept C105795698 @default.
- W3100287144 hasConcept C107673813 @default.
- W3100287144 hasConcept C114614502 @default.
- W3100287144 hasConcept C119857082 @default.
- W3100287144 hasConcept C124101348 @default.
- W3100287144 hasConcept C154945302 @default.
- W3100287144 hasConcept C160234255 @default.
- W3100287144 hasConcept C162376815 @default.
- W3100287144 hasConcept C185429906 @default.
- W3100287144 hasConcept C2776214188 @default.
- W3100287144 hasConcept C2778067643 @default.
- W3100287144 hasConcept C2778112365 @default.
- W3100287144 hasConcept C33923547 @default.
- W3100287144 hasConcept C41008148 @default.
- W3100287144 hasConcept C54355233 @default.
- W3100287144 hasConcept C81790035 @default.
- W3100287144 hasConcept C86803240 @default.
- W3100287144 hasConcept C917703 @default.
- W3100287144 hasConceptScore W3100287144C103402496 @default.
- W3100287144 hasConceptScore W3100287144C105795698 @default.
- W3100287144 hasConceptScore W3100287144C107673813 @default.
- W3100287144 hasConceptScore W3100287144C114614502 @default.
- W3100287144 hasConceptScore W3100287144C119857082 @default.
- W3100287144 hasConceptScore W3100287144C124101348 @default.
- W3100287144 hasConceptScore W3100287144C154945302 @default.
- W3100287144 hasConceptScore W3100287144C160234255 @default.
- W3100287144 hasConceptScore W3100287144C162376815 @default.
- W3100287144 hasConceptScore W3100287144C185429906 @default.
- W3100287144 hasConceptScore W3100287144C2776214188 @default.
- W3100287144 hasConceptScore W3100287144C2778067643 @default.
- W3100287144 hasConceptScore W3100287144C2778112365 @default.
- W3100287144 hasConceptScore W3100287144C33923547 @default.
- W3100287144 hasConceptScore W3100287144C41008148 @default.
- W3100287144 hasConceptScore W3100287144C54355233 @default.
- W3100287144 hasConceptScore W3100287144C81790035 @default.
- W3100287144 hasConceptScore W3100287144C86803240 @default.
- W3100287144 hasConceptScore W3100287144C917703 @default.
- W3100287144 hasLocation W31002871441 @default.
- W3100287144 hasOpenAccess W3100287144 @default.
- W3100287144 hasPrimaryLocation W31002871441 @default.
- W3100287144 hasRelatedWork W1499689786 @default.
- W3100287144 hasRelatedWork W1553101044 @default.
- W3100287144 hasRelatedWork W1588064737 @default.
- W3100287144 hasRelatedWork W1990621008 @default.
- W3100287144 hasRelatedWork W2009842403 @default.
- W3100287144 hasRelatedWork W2054238539 @default.
- W3100287144 hasRelatedWork W2337443697 @default.
- W3100287144 hasRelatedWork W2552339304 @default.
- W3100287144 hasRelatedWork W2773046474 @default.
- W3100287144 hasRelatedWork W2785932121 @default.
- W3100287144 hasRelatedWork W2922110817 @default.
- W3100287144 hasRelatedWork W2964060211 @default.
- W3100287144 hasRelatedWork W2971169014 @default.
- W3100287144 hasRelatedWork W2992188418 @default.
- W3100287144 hasRelatedWork W3007846299 @default.
- W3100287144 hasRelatedWork W3021498541 @default.
- W3100287144 hasRelatedWork W3027782004 @default.
- W3100287144 hasRelatedWork W3034151283 @default.
- W3100287144 hasRelatedWork W3037622168 @default.
- W3100287144 hasRelatedWork W3126856044 @default.
- W3100287144 hasVolume "33" @default.
- W3100287144 isParatext "false" @default.
- W3100287144 isRetracted "false" @default.
- W3100287144 magId "3100287144" @default.
- W3100287144 workType "article" @default.