FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3195687020> ?p ?o ?g. }

• W3195687020 endingPage "1548" @default.
• W3195687020 startingPage "1524" @default.
• W3195687020 abstract "Abstract Generalizing estimates of causal effects from an experiment to a target population is of interest to scientists. However, researchers are usually constrained by available covariate information. Analysts can often collect many fewer variables from population samples than from experimental samples, which has limited applicability of existing approaches that assume rich covariate data from both experimental and population samples. In this article, we examine how to select covariates necessary for generalizing experimental results under such data constraints. In our concrete context of a large-scale development program in Uganda, although more than 40 pre-treatment covariates are available in the experiment, only 8 of them were also measured in a target population. We propose a method to estimate a separating set—a set of variables affecting both the sampling mechanism and treatment effect heterogeneity—and show that the population average treatment effect (PATE) can be identified by adjusting for estimated separating sets. Our algorithm only requires a rich set of covariates in the experimental data, not in the target population, by incorporating researcher-specific constraints on what variables are measured in the population data. Analysing the development experiment in Uganda, we show that the proposed algorithm can allow for the PATE estimation in situations where conventional methods fail due to data requirements." @default.
• W3195687020 created "2021-08-30" @default.
• W3195687020 creator A5014379074 @default.
• W3195687020 creator A5041445378 @default.
• W3195687020 date "2021-08-23" @default.
• W3195687020 modified "2023-09-30" @default.
• W3195687020 title "Covariate selection for generalizing experimental results: Application to a large-scale development program in Uganda" @default.
• W3195687020 cites W1512762145 @default.
• W3195687020 cites W1590644464 @default.
• W3195687020 cites W1591419506 @default.
• W3195687020 cites W2008733204 @default.
• W3195687020 cites W2032026400 @default.
• W3195687020 cites W2037577035 @default.
• W3195687020 cites W2057639367 @default.
• W3195687020 cites W2114938072 @default.
• W3195687020 cites W2121870456 @default.
• W3195687020 cites W2123846587 @default.
• W3195687020 cites W2132917208 @default.
• W3195687020 cites W2143326716 @default.
• W3195687020 cites W2143416241 @default.
• W3195687020 cites W2261839053 @default.
• W3195687020 cites W2403024949 @default.
• W3195687020 cites W2466989778 @default.
• W3195687020 cites W2515189678 @default.
• W3195687020 cites W2542135608 @default.
• W3195687020 cites W2574529911 @default.
• W3195687020 cites W2619335752 @default.
• W3195687020 cites W2905563699 @default.
• W3195687020 cites W2917029803 @default.
• W3195687020 cites W2950422029 @default.
• W3195687020 cites W2963393121 @default.
• W3195687020 cites W3014110459 @default.
• W3195687020 cites W3019880418 @default.
• W3195687020 cites W3097981474 @default.
• W3195687020 cites W3098834468 @default.
• W3195687020 cites W3099311689 @default.
• W3195687020 cites W3123293195 @default.
• W3195687020 cites W3150893739 @default.
• W3195687020 cites W4237806521 @default.
• W3195687020 cites W4292824755 @default.
• W3195687020 doi "https://doi.org/10.1111/rssa.12734" @default.
• W3195687020 hasPublicationYear "2021" @default.
• W3195687020 type Work @default.
• W3195687020 sameAs 3195687020 @default.
• W3195687020 citedByCount "10" @default.
• W3195687020 countsByYear W31956870202021 @default.
• W3195687020 countsByYear W31956870202022 @default.
• W3195687020 countsByYear W31956870202023 @default.
• W3195687020 crossrefType "journal-article" @default.
• W3195687020 hasAuthorship W3195687020A5014379074 @default.
• W3195687020 hasAuthorship W3195687020A5041445378 @default.
• W3195687020 hasBestOaLocation W31956870202 @default.
• W3195687020 hasConcept C105795698 @default.
• W3195687020 hasConcept C106131492 @default.
• W3195687020 hasConcept C119043178 @default.
• W3195687020 hasConcept C119857082 @default.
• W3195687020 hasConcept C140779682 @default.
• W3195687020 hasConcept C144024400 @default.
• W3195687020 hasConcept C149782125 @default.
• W3195687020 hasConcept C149923435 @default.
• W3195687020 hasConcept C166957645 @default.
• W3195687020 hasConcept C177264268 @default.
• W3195687020 hasConcept C199360897 @default.
• W3195687020 hasConcept C205649164 @default.
• W3195687020 hasConcept C2778755073 @default.
• W3195687020 hasConcept C2779343474 @default.
• W3195687020 hasConcept C2908647359 @default.
• W3195687020 hasConcept C31972630 @default.
• W3195687020 hasConcept C33923547 @default.
• W3195687020 hasConcept C41008148 @default.
• W3195687020 hasConcept C58489278 @default.
• W3195687020 hasConcept C58640448 @default.
• W3195687020 hasConcept C81917197 @default.
• W3195687020 hasConceptScore W3195687020C105795698 @default.
• W3195687020 hasConceptScore W3195687020C106131492 @default.
• W3195687020 hasConceptScore W3195687020C119043178 @default.
• W3195687020 hasConceptScore W3195687020C119857082 @default.
• W3195687020 hasConceptScore W3195687020C140779682 @default.
• W3195687020 hasConceptScore W3195687020C144024400 @default.
• W3195687020 hasConceptScore W3195687020C149782125 @default.
• W3195687020 hasConceptScore W3195687020C149923435 @default.
• W3195687020 hasConceptScore W3195687020C166957645 @default.
• W3195687020 hasConceptScore W3195687020C177264268 @default.
• W3195687020 hasConceptScore W3195687020C199360897 @default.
• W3195687020 hasConceptScore W3195687020C205649164 @default.
• W3195687020 hasConceptScore W3195687020C2778755073 @default.
• W3195687020 hasConceptScore W3195687020C2779343474 @default.
• W3195687020 hasConceptScore W3195687020C2908647359 @default.
• W3195687020 hasConceptScore W3195687020C31972630 @default.
• W3195687020 hasConceptScore W3195687020C33923547 @default.
• W3195687020 hasConceptScore W3195687020C41008148 @default.
• W3195687020 hasConceptScore W3195687020C58489278 @default.
• W3195687020 hasConceptScore W3195687020C58640448 @default.
• W3195687020 hasConceptScore W3195687020C81917197 @default.
• W3195687020 hasIssue "4" @default.
• W3195687020 hasLocation W31956870201 @default.
• W3195687020 hasLocation W31956870202 @default.
• W3195687020 hasOpenAccess W3195687020 @default.

• next