SemOpenAlex |

SemOpenAlex

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3099339973> ?p ?o ?g. }

Showing items 1 to 96 of 96 with 100 items per page.

W3099339973 abstract "We show that one can perform causal inference in a natural way for continuous-time scenarios using tools from stochastic analysis. This provides new alternatives to the positivity condition for inverse probability weighting. The probability distribution that would govern the frequency of observations in the counterfactual scenario can be characterized in terms of a so-called martingale problem. The counterfactual and factual probability distributions may be related through a likelihood ratio given by a stochastic differential equation. We can perform inference for counterfactual scenarios based on the original observations, re-weighted according to this likelihood ratio. This is possible if the solution of the stochastic differential equation is uniformly integrable, a property that can be determined by comparing the corresponding factual and counterfactual short-term predictions. Local independence graphs are directed, possibly cyclic, graphs that represent short-term prediction among sufficiently autonomous stochastic processes. We show through an example that these graphs can be used to identify and provide consistent estimators for counterfactual parameters in continuous time. This is analogous to how Judea Pearl uses graphical information to identify causal effects in finite state Bayesian networks." @default.
W3099339973 created "2020-11-23" @default.
W3099339973 creator A5039023529 @default.
W3099339973 date "2012-08-01" @default.
W3099339973 modified "2023-10-16" @default.
W3099339973 title "Counterfactual analyses with graphical models based on local independence" @default.
W3099339973 cites W1795620328 @default.
W3099339973 cites W1819075170 @default.
W3099339973 cites W1859995934 @default.
W3099339973 cites W1976944990 @default.
W3099339973 cites W2004191028 @default.
W3099339973 cites W2009187570 @default.
W3099339973 cites W2009420806 @default.
W3099339973 cites W2016370513 @default.
W3099339973 cites W2064857165 @default.
W3099339973 cites W2114245126 @default.
W3099339973 cites W2124852332 @default.
W3099339973 cites W2127578660 @default.
W3099339973 cites W2142495742 @default.
W3099339973 cites W2145429839 @default.
W3099339973 cites W2335616913 @default.
W3099339973 cites W3106146028 @default.
W3099339973 cites W3125685581 @default.
W3099339973 cites W4252333959 @default.
W3099339973 cites W4292027009 @default.
W3099339973 doi "https://doi.org/10.1214/12-aos1031" @default.
W3099339973 hasPublicationYear "2012" @default.
W3099339973 type Work @default.
W3099339973 sameAs 3099339973 @default.
W3099339973 citedByCount "16" @default.
W3099339973 countsByYear W30993399732014 @default.
W3099339973 countsByYear W30993399732015 @default.
W3099339973 countsByYear W30993399732016 @default.
W3099339973 countsByYear W30993399732017 @default.
W3099339973 countsByYear W30993399732019 @default.
W3099339973 countsByYear W30993399732020 @default.
W3099339973 countsByYear W30993399732021 @default.
W3099339973 countsByYear W30993399732022 @default.
W3099339973 crossrefType "journal-article" @default.
W3099339973 hasAuthorship W3099339973A5039023529 @default.
W3099339973 hasBestOaLocation W30993399732 @default.
W3099339973 hasConcept C105795698 @default.
W3099339973 hasConcept C107673813 @default.
W3099339973 hasConcept C108650721 @default.
W3099339973 hasConcept C111472728 @default.
W3099339973 hasConcept C126838900 @default.
W3099339973 hasConcept C138885662 @default.
W3099339973 hasConcept C149782125 @default.
W3099339973 hasConcept C154945302 @default.
W3099339973 hasConcept C183115368 @default.
W3099339973 hasConcept C185429906 @default.
W3099339973 hasConcept C2776214188 @default.
W3099339973 hasConcept C28826006 @default.
W3099339973 hasConcept C33923547 @default.
W3099339973 hasConcept C41008148 @default.
W3099339973 hasConcept C51955184 @default.
W3099339973 hasConcept C71924100 @default.
W3099339973 hasConceptScore W3099339973C105795698 @default.
W3099339973 hasConceptScore W3099339973C107673813 @default.
W3099339973 hasConceptScore W3099339973C108650721 @default.
W3099339973 hasConceptScore W3099339973C111472728 @default.
W3099339973 hasConceptScore W3099339973C126838900 @default.
W3099339973 hasConceptScore W3099339973C138885662 @default.
W3099339973 hasConceptScore W3099339973C149782125 @default.
W3099339973 hasConceptScore W3099339973C154945302 @default.
W3099339973 hasConceptScore W3099339973C183115368 @default.
W3099339973 hasConceptScore W3099339973C185429906 @default.
W3099339973 hasConceptScore W3099339973C2776214188 @default.
W3099339973 hasConceptScore W3099339973C28826006 @default.
W3099339973 hasConceptScore W3099339973C33923547 @default.
W3099339973 hasConceptScore W3099339973C41008148 @default.
W3099339973 hasConceptScore W3099339973C51955184 @default.
W3099339973 hasConceptScore W3099339973C71924100 @default.
W3099339973 hasIssue "4" @default.
W3099339973 hasLocation W30993399731 @default.
W3099339973 hasLocation W30993399732 @default.
W3099339973 hasLocation W30993399733 @default.
W3099339973 hasLocation W30993399734 @default.
W3099339973 hasLocation W30993399735 @default.
W3099339973 hasOpenAccess W3099339973 @default.
W3099339973 hasPrimaryLocation W30993399731 @default.
W3099339973 hasRelatedWork W1658835184 @default.
W3099339973 hasRelatedWork W2078172032 @default.
W3099339973 hasRelatedWork W2890951405 @default.
W3099339973 hasRelatedWork W2953388435 @default.
W3099339973 hasRelatedWork W3121289161 @default.
W3099339973 hasRelatedWork W3122283866 @default.
W3099339973 hasRelatedWork W3123980109 @default.
W3099339973 hasRelatedWork W4205554343 @default.
W3099339973 hasRelatedWork W4221153286 @default.
W3099339973 hasRelatedWork W4229049939 @default.
W3099339973 hasVolume "40" @default.
W3099339973 isParatext "false" @default.
W3099339973 isRetracted "false" @default.
W3099339973 magId "3099339973" @default.
W3099339973 workType "article" @default.