FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310333657> ?p ?o ?g. }

• W4310333657 abstract "With our increased ability to capture large data, causal inference has received renewed attention and is playing an ever-important role in biomedicine and economics. However, one major methodological hurdle is that existing methods rely on many unverifiable model assumptions. Thus robust modeling is a critically important approach complementary to sensitivity analysis, where it compares results under various model assumptions. The more robust a method is with respect to model assumptions, the more worthy it is. The doubly robust estimator (DRE) is a significant advance in this direction. However, in practice, many outcome measures are functionals of multiple distributions, and so are the associated estimands, which can only be estimated via U-statistics. Thus most existing DREs do not apply. This article proposes a broad class of highly robust U-statistic estimators (HREs), which use semiparametric specifications for both the propensity score and outcome models in constructing the U-statistic. Thus, the HRE is more robust than the existing DREs. We derive comprehensive asymptotic properties of the proposed estimators and perform extensive simulation studies to evaluate their finite sample performance and compare them with the corresponding parametric U-statistics and the naive estimators, which show significant advantages. Then we apply the method to analyze a clinical trial from the AIDS Clinical Trials Group." @default.
• W4310333657 created "2022-12-08" @default.
• W4310333657 creator A5005432115 @default.
• W4310333657 creator A5032189899 @default.
• W4310333657 creator A5074453712 @default.
• W4310333657 date "2022-11-28" @default.
• W4310333657 modified "2023-09-29" @default.
• W4310333657 title "Highly robust causal semiparametric U-statistic with applications in biomedical studies" @default.
• W4310333657 cites W1516406292 @default.
• W4310333657 cites W1969050858 @default.
• W4310333657 cites W1969640518 @default.
• W4310333657 cites W1978930761 @default.
• W4310333657 cites W1979713464 @default.
• W4310333657 cites W1986050895 @default.
• W4310333657 cites W1986705681 @default.
• W4310333657 cites W1987932874 @default.
• W4310333657 cites W1990139173 @default.
• W4310333657 cites W2010353172 @default.
• W4310333657 cites W2010463922 @default.
• W4310333657 cites W2012324859 @default.
• W4310333657 cites W2025802807 @default.
• W4310333657 cites W2033352428 @default.
• W4310333657 cites W2039811614 @default.
• W4310333657 cites W2044827358 @default.
• W4310333657 cites W2058802729 @default.
• W4310333657 cites W2065822237 @default.
• W4310333657 cites W2066230294 @default.
• W4310333657 cites W2078275946 @default.
• W4310333657 cites W2083194629 @default.
• W4310333657 cites W2088906645 @default.
• W4310333657 cites W2116943185 @default.
• W4310333657 cites W2121262747 @default.
• W4310333657 cites W2128968809 @default.
• W4310333657 cites W2132917208 @default.
• W4310333657 cites W2150291618 @default.
• W4310333657 cites W2168639902 @default.
• W4310333657 cites W2168667982 @default.
• W4310333657 cites W2171050905 @default.
• W4310333657 cites W2512033904 @default.
• W4310333657 cites W2581073214 @default.
• W4310333657 cites W2593468017 @default.
• W4310333657 cites W2771769487 @default.
• W4310333657 cites W2797333853 @default.
• W4310333657 cites W2799451400 @default.
• W4310333657 cites W2805011849 @default.
• W4310333657 cites W2911505705 @default.
• W4310333657 cites W2937356169 @default.
• W4310333657 cites W2947251032 @default.
• W4310333657 cites W2948491221 @default.
• W4310333657 cites W2963349761 @default.
• W4310333657 cites W3103351392 @default.
• W4310333657 cites W3106184716 @default.
• W4310333657 cites W3122781290 @default.
• W4310333657 cites W3129187998 @default.
• W4310333657 cites W4211118180 @default.
• W4310333657 cites W4233471163 @default.
• W4310333657 cites W4234552994 @default.
• W4310333657 doi "https://doi.org/10.1515/ijb-2022-0047" @default.
• W4310333657 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36433631" @default.
• W4310333657 hasPublicationYear "2022" @default.
• W4310333657 type Work @default.
• W4310333657 citedByCount "2" @default.
• W4310333657 countsByYear W43103336572022 @default.
• W4310333657 countsByYear W43103336572023 @default.
• W4310333657 crossrefType "journal-article" @default.
• W4310333657 hasAuthorship W4310333657A5005432115 @default.
• W4310333657 hasAuthorship W4310333657A5032189899 @default.
• W4310333657 hasAuthorship W4310333657A5074453712 @default.
• W4310333657 hasConcept C102366305 @default.
• W4310333657 hasConcept C104317684 @default.
• W4310333657 hasConcept C105795698 @default.
• W4310333657 hasConcept C117251300 @default.
• W4310333657 hasConcept C134261354 @default.
• W4310333657 hasConcept C144237770 @default.
• W4310333657 hasConcept C148220186 @default.
• W4310333657 hasConcept C149782125 @default.
• W4310333657 hasConcept C154945302 @default.
• W4310333657 hasConcept C158600405 @default.
• W4310333657 hasConcept C17923572 @default.
• W4310333657 hasConcept C185429906 @default.
• W4310333657 hasConcept C185592680 @default.
• W4310333657 hasConcept C2776214188 @default.
• W4310333657 hasConcept C33923547 @default.
• W4310333657 hasConcept C41008148 @default.
• W4310333657 hasConcept C55493867 @default.
• W4310333657 hasConcept C63479239 @default.
• W4310333657 hasConcept C67226441 @default.
• W4310333657 hasConcept C89128539 @default.
• W4310333657 hasConcept C89337504 @default.
• W4310333657 hasConceptScore W4310333657C102366305 @default.
• W4310333657 hasConceptScore W4310333657C104317684 @default.
• W4310333657 hasConceptScore W4310333657C105795698 @default.
• W4310333657 hasConceptScore W4310333657C117251300 @default.
• W4310333657 hasConceptScore W4310333657C134261354 @default.
• W4310333657 hasConceptScore W4310333657C144237770 @default.
• W4310333657 hasConceptScore W4310333657C148220186 @default.
• W4310333657 hasConceptScore W4310333657C149782125 @default.
• W4310333657 hasConceptScore W4310333657C154945302 @default.
• W4310333657 hasConceptScore W4310333657C158600405 @default.
• W4310333657 hasConceptScore W4310333657C17923572 @default.

• next