Matches in SemOpenAlex for { <https://semopenalex.org/work/W4320558697> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4320558697 abstract "When estimating a Global Average Treatment Effect (GATE) under network interference, units can have widely different relationships to the treatment depending on a combination of the structure of their network neighborhood, the structure of the interference mechanism, and how the treatment was distributed in their neighborhood. In this work, we introduce a sequential procedure to generate and select graph- and treatment-based covariates for GATE estimation under regression adjustment. We show that it is possible to simultaneously achieve low bias and considerably reduce variance with such a procedure. To tackle inferential complications caused by our feature generation and selection process, we introduce a way to construct confidence intervals based on a block bootstrap. We illustrate that our selection procedure and subsequent estimator can achieve good performance in terms of root mean squared error in several semi-synthetic experiments with Bernoulli designs, comparing favorably to an oracle estimator that takes advantage of regression adjustments for the known underlying interference structure. We apply our method to a real world experimental dataset with strong evidence of interference and demonstrate that it can estimate the GATE reasonably well without knowing the interference process a priori." @default.
- W4320558697 created "2023-02-14" @default.
- W4320558697 creator A5012147782 @default.
- W4320558697 creator A5072263832 @default.
- W4320558697 date "2023-02-09" @default.
- W4320558697 modified "2023-09-29" @default.
- W4320558697 title "Model-Based Regression Adjustment with Model-Free Covariates for Network Interference" @default.
- W4320558697 doi "https://doi.org/10.48550/arxiv.2302.04997" @default.
- W4320558697 hasPublicationYear "2023" @default.
- W4320558697 type Work @default.
- W4320558697 citedByCount "0" @default.
- W4320558697 crossrefType "posted-content" @default.
- W4320558697 hasAuthorship W4320558697A5012147782 @default.
- W4320558697 hasAuthorship W4320558697A5072263832 @default.
- W4320558697 hasBestOaLocation W43205586971 @default.
- W4320558697 hasConcept C105795698 @default.
- W4320558697 hasConcept C11413529 @default.
- W4320558697 hasConcept C115903868 @default.
- W4320558697 hasConcept C119043178 @default.
- W4320558697 hasConcept C119857082 @default.
- W4320558697 hasConcept C121955636 @default.
- W4320558697 hasConcept C127162648 @default.
- W4320558697 hasConcept C127413603 @default.
- W4320558697 hasConcept C144133560 @default.
- W4320558697 hasConcept C146978453 @default.
- W4320558697 hasConcept C148483581 @default.
- W4320558697 hasConcept C152361515 @default.
- W4320558697 hasConcept C152877465 @default.
- W4320558697 hasConcept C154945302 @default.
- W4320558697 hasConcept C185429906 @default.
- W4320558697 hasConcept C196083921 @default.
- W4320558697 hasConcept C31258907 @default.
- W4320558697 hasConcept C32022120 @default.
- W4320558697 hasConcept C33923547 @default.
- W4320558697 hasConcept C41008148 @default.
- W4320558697 hasConcept C55166926 @default.
- W4320558697 hasConcept C83546350 @default.
- W4320558697 hasConcept C93959086 @default.
- W4320558697 hasConceptScore W4320558697C105795698 @default.
- W4320558697 hasConceptScore W4320558697C11413529 @default.
- W4320558697 hasConceptScore W4320558697C115903868 @default.
- W4320558697 hasConceptScore W4320558697C119043178 @default.
- W4320558697 hasConceptScore W4320558697C119857082 @default.
- W4320558697 hasConceptScore W4320558697C121955636 @default.
- W4320558697 hasConceptScore W4320558697C127162648 @default.
- W4320558697 hasConceptScore W4320558697C127413603 @default.
- W4320558697 hasConceptScore W4320558697C144133560 @default.
- W4320558697 hasConceptScore W4320558697C146978453 @default.
- W4320558697 hasConceptScore W4320558697C148483581 @default.
- W4320558697 hasConceptScore W4320558697C152361515 @default.
- W4320558697 hasConceptScore W4320558697C152877465 @default.
- W4320558697 hasConceptScore W4320558697C154945302 @default.
- W4320558697 hasConceptScore W4320558697C185429906 @default.
- W4320558697 hasConceptScore W4320558697C196083921 @default.
- W4320558697 hasConceptScore W4320558697C31258907 @default.
- W4320558697 hasConceptScore W4320558697C32022120 @default.
- W4320558697 hasConceptScore W4320558697C33923547 @default.
- W4320558697 hasConceptScore W4320558697C41008148 @default.
- W4320558697 hasConceptScore W4320558697C55166926 @default.
- W4320558697 hasConceptScore W4320558697C83546350 @default.
- W4320558697 hasConceptScore W4320558697C93959086 @default.
- W4320558697 hasLocation W43205586971 @default.
- W4320558697 hasOpenAccess W4320558697 @default.
- W4320558697 hasPrimaryLocation W43205586971 @default.
- W4320558697 hasRelatedWork W1903055531 @default.
- W4320558697 hasRelatedWork W1972000232 @default.
- W4320558697 hasRelatedWork W1978425987 @default.
- W4320558697 hasRelatedWork W2060751982 @default.
- W4320558697 hasRelatedWork W2119712079 @default.
- W4320558697 hasRelatedWork W2316704084 @default.
- W4320558697 hasRelatedWork W2950280334 @default.
- W4320558697 hasRelatedWork W3162813319 @default.
- W4320558697 hasRelatedWork W4297435300 @default.
- W4320558697 hasRelatedWork W2895792394 @default.
- W4320558697 isParatext "false" @default.
- W4320558697 isRetracted "false" @default.
- W4320558697 workType "article" @default.