FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2593491120> ?p ?o ?g. }

• W2593491120 abstract "We propose a novel framework for matching estimators for causal effect from observational data that is based on minimizing the dual norm of estimation error when expressed as an operator. We show that many popular matching estimators can be expressed as optimal in this framework, including nearest-neighbor matching, coarsened exact matching, and mean-matched sampling. This reveals their motivation and aptness as structural priors formulated by embedding the effect in a particular functional space. This also gives rise to a range of new, kernel-based matching estimators that arise when one embeds the effect in a reproducing kernel Hilbert space. Depending on the case, these estimators can be found using either quadratic optimization or integer optimization. We show that estimators based on universal kernels are universally consistent without model specification. In empirical results using both synthetic and real data, the new, kernel-based estimators outperform all standard causal estimators in estimation error." @default.
• W2593491120 created "2017-03-16" @default.
• W2593491120 creator A5036921114 @default.
• W2593491120 date "2016-06-16" @default.
• W2593491120 modified "2023-09-27" @default.
• W2593491120 title "A Framework for Optimal Matching for Causal Inference" @default.
• W2593491120 cites W1488734107 @default.
• W2593491120 cites W1533179050 @default.
• W2593491120 cites W1546851689 @default.
• W2593491120 cites W1560724230 @default.
• W2593491120 cites W1565176583 @default.
• W2593491120 cites W1972910909 @default.
• W2593491120 cites W1986817546 @default.
• W2593491120 cites W2001747042 @default.
• W2593491120 cites W2014188621 @default.
• W2593491120 cites W2030614017 @default.
• W2593491120 cites W204273309 @default.
• W2593491120 cites W2042754429 @default.
• W2593491120 cites W2062167811 @default.
• W2593491120 cites W2064903582 @default.
• W2593491120 cites W2095334503 @default.
• W2593491120 cites W2116943185 @default.
• W2593491120 cites W2119471399 @default.
• W2593491120 cites W2122759946 @default.
• W2593491120 cites W2125865219 @default.
• W2593491120 cites W2134511341 @default.
• W2593491120 cites W2143117649 @default.
• W2593491120 cites W2148472246 @default.
• W2593491120 cites W2150291618 @default.
• W2593491120 cites W2154558852 @default.
• W2593491120 cites W2161701317 @default.
• W2593491120 cites W2164001983 @default.
• W2593491120 cites W2176874128 @default.
• W2593491120 cites W2296319761 @default.
• W2593491120 cites W2507814050 @default.
• W2593491120 cites W2951039901 @default.
• W2593491120 cites W2952921001 @default.
• W2593491120 cites W3133236490 @default.
• W2593491120 cites W59564293 @default.
• W2593491120 hasPublicationYear "2016" @default.
• W2593491120 type Work @default.
• W2593491120 sameAs 2593491120 @default.
• W2593491120 citedByCount "4" @default.
• W2593491120 countsByYear W25934911202016 @default.
• W2593491120 countsByYear W25934911202017 @default.
• W2593491120 countsByYear W25934911202018 @default.
• W2593491120 countsByYear W25934911202019 @default.
• W2593491120 crossrefType "posted-content" @default.
• W2593491120 hasAuthorship W2593491120A5036921114 @default.
• W2593491120 hasConcept C105795698 @default.
• W2593491120 hasConcept C107673813 @default.
• W2593491120 hasConcept C11413529 @default.
• W2593491120 hasConcept C114614502 @default.
• W2593491120 hasConcept C126255220 @default.
• W2593491120 hasConcept C134306372 @default.
• W2593491120 hasConcept C158600405 @default.
• W2593491120 hasConcept C165064840 @default.
• W2593491120 hasConcept C177769412 @default.
• W2593491120 hasConcept C185429906 @default.
• W2593491120 hasConcept C33923547 @default.
• W2593491120 hasConcept C41008148 @default.
• W2593491120 hasConcept C62799726 @default.
• W2593491120 hasConcept C74193536 @default.
• W2593491120 hasConcept C80884492 @default.
• W2593491120 hasConceptScore W2593491120C105795698 @default.
• W2593491120 hasConceptScore W2593491120C107673813 @default.
• W2593491120 hasConceptScore W2593491120C11413529 @default.
• W2593491120 hasConceptScore W2593491120C114614502 @default.
• W2593491120 hasConceptScore W2593491120C126255220 @default.
• W2593491120 hasConceptScore W2593491120C134306372 @default.
• W2593491120 hasConceptScore W2593491120C158600405 @default.
• W2593491120 hasConceptScore W2593491120C165064840 @default.
• W2593491120 hasConceptScore W2593491120C177769412 @default.
• W2593491120 hasConceptScore W2593491120C185429906 @default.
• W2593491120 hasConceptScore W2593491120C33923547 @default.
• W2593491120 hasConceptScore W2593491120C41008148 @default.
• W2593491120 hasConceptScore W2593491120C62799726 @default.
• W2593491120 hasConceptScore W2593491120C74193536 @default.
• W2593491120 hasConceptScore W2593491120C80884492 @default.
• W2593491120 hasLocation W25934911201 @default.
• W2593491120 hasOpenAccess W2593491120 @default.
• W2593491120 hasPrimaryLocation W25934911201 @default.
• W2593491120 hasRelatedWork W1552452485 @default.
• W2593491120 hasRelatedWork W1990948184 @default.
• W2593491120 hasRelatedWork W2071730188 @default.
• W2593491120 hasRelatedWork W2109033052 @default.
• W2593491120 hasRelatedWork W2223333899 @default.
• W2593491120 hasRelatedWork W2284561687 @default.
• W2593491120 hasRelatedWork W2561083225 @default.
• W2593491120 hasRelatedWork W2621263751 @default.
• W2593491120 hasRelatedWork W2774914265 @default.
• W2593491120 hasRelatedWork W2912371996 @default.
• W2593491120 hasRelatedWork W2914151591 @default.
• W2593491120 hasRelatedWork W2922045264 @default.
• W2593491120 hasRelatedWork W2935046338 @default.
• W2593491120 hasRelatedWork W2951168830 @default.
• W2593491120 hasRelatedWork W2953340873 @default.
• W2593491120 hasRelatedWork W2963614384 @default.
• W2593491120 hasRelatedWork W3100353959 @default.
• W2593491120 hasRelatedWork W3100522453 @default.

• next