FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2976998341> ?p ?o ?g. }

• W2976998341 abstract "Bayesian approaches have become increasingly popular in causal inference problems due to their conceptual simplicity, excellent performance and in-built uncertainty quantification ('posterior credible sets'). We investigate Bayesian inference for average treatment effects from observational data, which is a challenging problem due to the missing counterfactuals and selection bias. Working in the standard potential outcomes framework, we propose a data-driven modification to an arbitrary (nonparametric) prior based on the propensity score that corrects for the first-order posterior bias, thereby improving performance. We illustrate our method for Gaussian process (GP) priors using (semi-)synthetic data. Our experiments demonstrate significant improvement in both estimation accuracy and uncertainty quantification compared to the unmodified GP, rendering our approach highly competitive with the state-of-the-art." @default.
• W2976998341 created "2019-10-03" @default.
• W2976998341 creator A5051724436 @default.
• W2976998341 creator A5087567946 @default.
• W2976998341 date "2019-09-26" @default.
• W2976998341 modified "2023-10-16" @default.
• W2976998341 title "Debiased Bayesian inference for average treatment effects" @default.
• W2976998341 cites W147186041 @default.
• W2976998341 cites W1556844649 @default.
• W2976998341 cites W164706946 @default.
• W2976998341 cites W1746819321 @default.
• W2976998341 cites W1981178452 @default.
• W2976998341 cites W2014341148 @default.
• W2976998341 cites W2014373672 @default.
• W2976998341 cites W2056664972 @default.
• W2976998341 cites W2064790857 @default.
• W2976998341 cites W2064903582 @default.
• W2976998341 cites W2069753406 @default.
• W2976998341 cites W2078639378 @default.
• W2976998341 cites W2080061756 @default.
• W2976998341 cites W2115880312 @default.
• W2976998341 cites W2117308775 @default.
• W2976998341 cites W2126399888 @default.
• W2976998341 cites W2150291618 @default.
• W2976998341 cites W2155163959 @default.
• W2976998341 cites W2208550830 @default.
• W2976998341 cites W2261839053 @default.
• W2976998341 cites W2286797211 @default.
• W2976998341 cites W2562338743 @default.
• W2976998341 cites W2593292374 @default.
• W2976998341 cites W2594172108 @default.
• W2976998341 cites W2725249225 @default.
• W2976998341 cites W2736618479 @default.
• W2976998341 cites W2752690044 @default.
• W2976998341 cites W2765398882 @default.
• W2976998341 cites W2774379461 @default.
• W2976998341 cites W2800251065 @default.
• W2976998341 cites W2804691295 @default.
• W2976998341 cites W2886648714 @default.
• W2976998341 cites W2963808450 @default.
• W2976998341 cites W2963919352 @default.
• W2976998341 cites W2964115178 @default.
• W2976998341 cites W2977080163 @default.
• W2976998341 cites W3098302339 @default.
• W2976998341 cites W3104714948 @default.
• W2976998341 cites W3105108758 @default.
• W2976998341 cites W3122415203 @default.
• W2976998341 cites W929035314 @default.
• W2976998341 cites W941378780 @default.
• W2976998341 hasPublicationYear "2019" @default.
• W2976998341 type Work @default.
• W2976998341 sameAs 2976998341 @default.
• W2976998341 citedByCount "0" @default.
• W2976998341 crossrefType "posted-content" @default.
• W2976998341 hasAuthorship W2976998341A5051724436 @default.
• W2976998341 hasAuthorship W2976998341A5087567946 @default.
• W2976998341 hasConcept C105795698 @default.
• W2976998341 hasConcept C107673813 @default.
• W2976998341 hasConcept C119857082 @default.
• W2976998341 hasConcept C121332964 @default.
• W2976998341 hasConcept C149782125 @default.
• W2976998341 hasConcept C154945302 @default.
• W2976998341 hasConcept C158600405 @default.
• W2976998341 hasConcept C160234255 @default.
• W2976998341 hasConcept C163716315 @default.
• W2976998341 hasConcept C177769412 @default.
• W2976998341 hasConcept C17923572 @default.
• W2976998341 hasConcept C205711294 @default.
• W2976998341 hasConcept C2776214188 @default.
• W2976998341 hasConcept C33923547 @default.
• W2976998341 hasConcept C40423286 @default.
• W2976998341 hasConcept C41008148 @default.
• W2976998341 hasConcept C57830394 @default.
• W2976998341 hasConcept C61326573 @default.
• W2976998341 hasConcept C62520636 @default.
• W2976998341 hasConceptScore W2976998341C105795698 @default.
• W2976998341 hasConceptScore W2976998341C107673813 @default.
• W2976998341 hasConceptScore W2976998341C119857082 @default.
• W2976998341 hasConceptScore W2976998341C121332964 @default.
• W2976998341 hasConceptScore W2976998341C149782125 @default.
• W2976998341 hasConceptScore W2976998341C154945302 @default.
• W2976998341 hasConceptScore W2976998341C158600405 @default.
• W2976998341 hasConceptScore W2976998341C160234255 @default.
• W2976998341 hasConceptScore W2976998341C163716315 @default.
• W2976998341 hasConceptScore W2976998341C177769412 @default.
• W2976998341 hasConceptScore W2976998341C17923572 @default.
• W2976998341 hasConceptScore W2976998341C205711294 @default.
• W2976998341 hasConceptScore W2976998341C2776214188 @default.
• W2976998341 hasConceptScore W2976998341C33923547 @default.
• W2976998341 hasConceptScore W2976998341C40423286 @default.
• W2976998341 hasConceptScore W2976998341C41008148 @default.
• W2976998341 hasConceptScore W2976998341C57830394 @default.
• W2976998341 hasConceptScore W2976998341C61326573 @default.
• W2976998341 hasConceptScore W2976998341C62520636 @default.
• W2976998341 hasLocation W29769983411 @default.
• W2976998341 hasOpenAccess W2976998341 @default.
• W2976998341 hasPrimaryLocation W29769983411 @default.
• W2976998341 hasRelatedWork W155678466 @default.
• W2976998341 hasRelatedWork W2050158131 @default.
• W2976998341 hasRelatedWork W2064903582 @default.

• next