FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4307188014> ?p ?o ?g. }

• W4307188014 abstract "Randomized experiments are widely used to estimate the causal effects of a proposed treatment in many areas of science, from medicine and healthcare to the physical and biological sciences, from the social sciences to engineering, and from public policy to the technology industry. Here we consider situations where classical methods for estimating the total treatment effect on a target population are considerably biased due to confounding network effects, i.e., the fact that the treatment of an individual may impact its neighbors' outcomes, an issue referred to as network interference or as nonindividualized treatment response. A key challenge in these situations is that the network is often unknown and difficult or costly to measure. We assume a potential outcomes model with heterogeneous additive network effects, encompassing a broad class of network interference sources, including spillover, peer effects, and contagion. First, we characterize the limitations in estimating the total treatment effect without knowledge of the network that drives interference. By contrast, we subsequently develop a simple estimator and efficient randomized design that outputs an unbiased estimate with low variance in situations where one is given access to average historical baseline measurements prior to the experiment. Our solution does not require knowledge of the underlying network structure, and it comes with statistical guarantees for a broad class of models. Due to their ease of interpretation and implementation, and their theoretical guarantees, we believe our results will have significant impact on the design of randomized experiments." @default.
• W4307188014 created "2022-10-29" @default.
• W4307188014 creator A5007082382 @default.
• W4307188014 creator A5032294826 @default.
• W4307188014 creator A5035398709 @default.
• W4307188014 creator A5038662431 @default.
• W4307188014 date "2022-10-24" @default.
• W4307188014 modified "2023-10-12" @default.
• W4307188014 title "Estimating the total treatment effect in randomized experiments with unknown network structure" @default.
• W4307188014 cites W1550914445 @default.
• W4307188014 cites W1995906082 @default.
• W4307188014 cites W1996564297 @default.
• W4307188014 cites W2012797835 @default.
• W4307188014 cites W2018528171 @default.
• W4307188014 cites W2036443429 @default.
• W4307188014 cites W2064790857 @default.
• W4307188014 cites W2064971013 @default.
• W4307188014 cites W2081893205 @default.
• W4307188014 cites W2109712249 @default.
• W4307188014 cites W2152886806 @default.
• W4307188014 cites W2169068368 @default.
• W4307188014 cites W2200086136 @default.
• W4307188014 cites W2595833485 @default.
• W4307188014 cites W2743673655 @default.
• W4307188014 cites W2963351205 @default.
• W4307188014 cites W2963409255 @default.
• W4307188014 cites W2963797238 @default.
• W4307188014 cites W2964337893 @default.
• W4307188014 cites W2965193334 @default.
• W4307188014 cites W2977410870 @default.
• W4307188014 cites W3031902156 @default.
• W4307188014 cites W3098687046 @default.
• W4307188014 cites W3106294663 @default.
• W4307188014 cites W3124033626 @default.
• W4307188014 cites W3124060036 @default.
• W4307188014 cites W3150266318 @default.
• W4307188014 cites W4210340895 @default.
• W4307188014 cites W4287704525 @default.
• W4307188014 doi "https://doi.org/10.1073/pnas.2208975119" @default.
• W4307188014 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36279463" @default.
• W4307188014 hasPublicationYear "2022" @default.
• W4307188014 type Work @default.
• W4307188014 citedByCount "2" @default.
• W4307188014 countsByYear W43071880142023 @default.
• W4307188014 crossrefType "journal-article" @default.
• W4307188014 hasAuthorship W4307188014A5007082382 @default.
• W4307188014 hasAuthorship W4307188014A5032294826 @default.
• W4307188014 hasAuthorship W4307188014A5035398709 @default.
• W4307188014 hasAuthorship W4307188014A5038662431 @default.
• W4307188014 hasBestOaLocation W43071880141 @default.
• W4307188014 hasConcept C105795698 @default.
• W4307188014 hasConcept C121955636 @default.
• W4307188014 hasConcept C136764020 @default.
• W4307188014 hasConcept C137753397 @default.
• W4307188014 hasConcept C141071460 @default.
• W4307188014 hasConcept C149782125 @default.
• W4307188014 hasConcept C154945302 @default.
• W4307188014 hasConcept C155108698 @default.
• W4307188014 hasConcept C162324750 @default.
• W4307188014 hasConcept C168563851 @default.
• W4307188014 hasConcept C175444787 @default.
• W4307188014 hasConcept C185429906 @default.
• W4307188014 hasConcept C196083921 @default.
• W4307188014 hasConcept C2776502983 @default.
• W4307188014 hasConcept C2908647359 @default.
• W4307188014 hasConcept C33923547 @default.
• W4307188014 hasConcept C34947359 @default.
• W4307188014 hasConcept C41008148 @default.
• W4307188014 hasConcept C55527203 @default.
• W4307188014 hasConcept C71924100 @default.
• W4307188014 hasConcept C77350462 @default.
• W4307188014 hasConcept C89337504 @default.
• W4307188014 hasConcept C99454951 @default.
• W4307188014 hasConceptScore W4307188014C105795698 @default.
• W4307188014 hasConceptScore W4307188014C121955636 @default.
• W4307188014 hasConceptScore W4307188014C136764020 @default.
• W4307188014 hasConceptScore W4307188014C137753397 @default.
• W4307188014 hasConceptScore W4307188014C141071460 @default.
• W4307188014 hasConceptScore W4307188014C149782125 @default.
• W4307188014 hasConceptScore W4307188014C154945302 @default.
• W4307188014 hasConceptScore W4307188014C155108698 @default.
• W4307188014 hasConceptScore W4307188014C162324750 @default.
• W4307188014 hasConceptScore W4307188014C168563851 @default.
• W4307188014 hasConceptScore W4307188014C175444787 @default.
• W4307188014 hasConceptScore W4307188014C185429906 @default.
• W4307188014 hasConceptScore W4307188014C196083921 @default.
• W4307188014 hasConceptScore W4307188014C2776502983 @default.
• W4307188014 hasConceptScore W4307188014C2908647359 @default.
• W4307188014 hasConceptScore W4307188014C33923547 @default.
• W4307188014 hasConceptScore W4307188014C34947359 @default.
• W4307188014 hasConceptScore W4307188014C41008148 @default.
• W4307188014 hasConceptScore W4307188014C55527203 @default.
• W4307188014 hasConceptScore W4307188014C71924100 @default.
• W4307188014 hasConceptScore W4307188014C77350462 @default.
• W4307188014 hasConceptScore W4307188014C89337504 @default.
• W4307188014 hasConceptScore W4307188014C99454951 @default.
• W4307188014 hasFunder F4320306076 @default.
• W4307188014 hasFunder F4320308943 @default.
• W4307188014 hasIssue "44" @default.
• W4307188014 hasLocation W43071880141 @default.

• next