FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3035677118> ?p ?o ?g. }

• W3035677118 abstract "The fundamental problem in treatment effect estimation from observational data is confounder identification and balancing. Most of the previous methods realized confounder balancing by treating all observed pre-treatment variables as confounders, ignoring further identifying confounders and non-confounders. In general, not all the observed pre-treatment variables are confounders that refer to the common causes of the treatment and the outcome, some variables only contribute to the treatment and some only contribute to the outcome. Balancing those non-confounders, including instrumental variables and adjustment variables, would generate additional bias for treatment effect estimation. By modeling the different causal relations among observed pre-treatment variables, treatment and outcome, we propose a synergistic learning framework to 1) identify confounders by learning decomposed representations of both confounders and non-confounders, 2) balance confounder with sample re-weighting technique, and simultaneously 3) estimate the treatment effect in observational studies via counterfactual inference. Empirical results on synthetic and real-world datasets demonstrate that the proposed method can precisely decompose confounders and achieve a more precise estimation of treatment effect than baselines." @default.
• W3035677118 created "2020-06-19" @default.
• W3035677118 creator A5004882141 @default.
• W3035677118 creator A5008666077 @default.
• W3035677118 creator A5010883708 @default.
• W3035677118 creator A5026901076 @default.
• W3035677118 creator A5034278506 @default.
• W3035677118 creator A5034995105 @default.
• W3035677118 creator A5041727387 @default.
• W3035677118 creator A5049344673 @default.
• W3035677118 creator A5087942458 @default.
• W3035677118 date "2020-06-12" @default.
• W3035677118 modified "2023-10-18" @default.
• W3035677118 title "Learning Decomposed Representation for Counterfactual Inference" @default.
• W3035677118 cites W1524012148 @default.
• W3035677118 cites W1978108654 @default.
• W3035677118 cites W2025309870 @default.
• W3035677118 cites W2034806082 @default.
• W3035677118 cites W2036193982 @default.
• W3035677118 cites W2064903582 @default.
• W3035677118 cites W2097998348 @default.
• W3035677118 cites W2120817734 @default.
• W3035677118 cites W2122124659 @default.
• W3035677118 cites W2123394659 @default.
• W3035677118 cites W2137370054 @default.
• W3035677118 cites W2143117649 @default.
• W3035677118 cites W2150291618 @default.
• W3035677118 cites W2159767831 @default.
• W3035677118 cites W2160092878 @default.
• W3035677118 cites W2168458505 @default.
• W3035677118 cites W2212660284 @default.
• W3035677118 cites W2328111639 @default.
• W3035677118 cites W2562338743 @default.
• W3035677118 cites W2605326574 @default.
• W3035677118 cites W2740759698 @default.
• W3035677118 cites W2889676056 @default.
• W3035677118 cites W2921110161 @default.
• W3035677118 cites W2921495327 @default.
• W3035677118 cites W2953369858 @default.
• W3035677118 cites W2962695761 @default.
• W3035677118 cites W2964254462 @default.
• W3035677118 cites W2964271126 @default.
• W3035677118 cites W2965237851 @default.
• W3035677118 cites W2995122033 @default.
• W3035677118 cites W3005312434 @default.
• W3035677118 cites W3009551409 @default.
• W3035677118 cites W3036928441 @default.
• W3035677118 cites W3037691952 @default.
• W3035677118 cites W3122542817 @default.
• W3035677118 cites W3122609208 @default.
• W3035677118 cites W3122812581 @default.
• W3035677118 cites W3125357717 @default.
• W3035677118 cites W3150893739 @default.
• W3035677118 doi "https://doi.org/10.48550/arxiv.2006.07040" @default.
• W3035677118 hasPublicationYear "2020" @default.
• W3035677118 type Work @default.
• W3035677118 sameAs 3035677118 @default.
• W3035677118 citedByCount "1" @default.
• W3035677118 countsByYear W30356771182023 @default.
• W3035677118 crossrefType "posted-content" @default.
• W3035677118 hasAuthorship W3035677118A5004882141 @default.
• W3035677118 hasAuthorship W3035677118A5008666077 @default.
• W3035677118 hasAuthorship W3035677118A5010883708 @default.
• W3035677118 hasAuthorship W3035677118A5026901076 @default.
• W3035677118 hasAuthorship W3035677118A5034278506 @default.
• W3035677118 hasAuthorship W3035677118A5034995105 @default.
• W3035677118 hasAuthorship W3035677118A5041727387 @default.
• W3035677118 hasAuthorship W3035677118A5049344673 @default.
• W3035677118 hasAuthorship W3035677118A5087942458 @default.
• W3035677118 hasBestOaLocation W30356771181 @default.
• W3035677118 hasConcept C105795698 @default.
• W3035677118 hasConcept C108650721 @default.
• W3035677118 hasConcept C126838900 @default.
• W3035677118 hasConcept C144237770 @default.
• W3035677118 hasConcept C148220186 @default.
• W3035677118 hasConcept C149782125 @default.
• W3035677118 hasConcept C154945302 @default.
• W3035677118 hasConcept C15744967 @default.
• W3035677118 hasConcept C158600405 @default.
• W3035677118 hasConcept C162144332 @default.
• W3035677118 hasConcept C183115368 @default.
• W3035677118 hasConcept C23131810 @default.
• W3035677118 hasConcept C2776214188 @default.
• W3035677118 hasConcept C33923547 @default.
• W3035677118 hasConcept C41008148 @default.
• W3035677118 hasConcept C71924100 @default.
• W3035677118 hasConcept C77350462 @default.
• W3035677118 hasConcept C77805123 @default.
• W3035677118 hasConceptScore W3035677118C105795698 @default.
• W3035677118 hasConceptScore W3035677118C108650721 @default.
• W3035677118 hasConceptScore W3035677118C126838900 @default.
• W3035677118 hasConceptScore W3035677118C144237770 @default.
• W3035677118 hasConceptScore W3035677118C148220186 @default.
• W3035677118 hasConceptScore W3035677118C149782125 @default.
• W3035677118 hasConceptScore W3035677118C154945302 @default.
• W3035677118 hasConceptScore W3035677118C15744967 @default.
• W3035677118 hasConceptScore W3035677118C158600405 @default.
• W3035677118 hasConceptScore W3035677118C162144332 @default.
• W3035677118 hasConceptScore W3035677118C183115368 @default.
• W3035677118 hasConceptScore W3035677118C23131810 @default.

• next