Matches in SemOpenAlex for { <https://semopenalex.org/work/W3169168872> ?p ?o ?g. }
- W3169168872 abstract "Analyzing the causal impact of different policies in reducing the spread of COVID-19 is of critical importance. The main challenge here is the existence of unobserved confounders (e.g., vigilance of residents) which influence both the presence of policies and the spread of COVID-19. Besides, as the confounders may be time-varying, it is even more difficult to capture them. Fortunately, the increasing prevalence of web data from various online applications provides an important resource of time-varying observational data, and enhances the opportunity to capture the confounders from them, e.g., the vigilance of residents over time can be reflected by the popularity of Google searches about COVID-19 at different time periods. In this paper, we study the problem of assessing the causal effects of different COVID-19 related policies on the outbreak dynamics in different counties at any given time period. To this end, we integrate COVID-19 related observational data covering different U.S. counties over time, and then develop a neural network based causal effect estimation framework which learns the representations of time-varying (unobserved) confounders from the observational data. Experimental results indicate the effectiveness of our proposed framework in quantifying the causal impact of policies at different granularities, ranging from a category of policies with a certain goal to a specific policy type. Compared with baseline methods, our assessment of policies is more consistent with existing epidemiological studies of COVID-19. Besides, our assessment also provides insights for future policy-making." @default.
- W3169168872 created "2021-06-22" @default.
- W3169168872 creator A5029588473 @default.
- W3169168872 creator A5032200312 @default.
- W3169168872 creator A5047581320 @default.
- W3169168872 creator A5050528093 @default.
- W3169168872 creator A5090883975 @default.
- W3169168872 date "2022-04-25" @default.
- W3169168872 modified "2023-10-13" @default.
- W3169168872 title "Assessing the Causal Impact of COVID-19 Related Policies on Outbreak Dynamics: A Case Study in the US" @default.
- W3169168872 cites W1564672682 @default.
- W3169168872 cites W1998653759 @default.
- W3169168872 cites W2057212716 @default.
- W3169168872 cites W2111078766 @default.
- W3169168872 cites W2314734263 @default.
- W3169168872 cites W2996910665 @default.
- W3169168872 cites W3011642264 @default.
- W3169168872 cites W3015658132 @default.
- W3169168872 cites W3021324092 @default.
- W3169168872 cites W3024862994 @default.
- W3169168872 cites W3026503192 @default.
- W3169168872 cites W3030024450 @default.
- W3169168872 cites W3033509406 @default.
- W3169168872 cites W3034310198 @default.
- W3169168872 cites W3037293182 @default.
- W3169168872 cites W3038042859 @default.
- W3169168872 cites W3041366868 @default.
- W3169168872 cites W3041844441 @default.
- W3169168872 cites W3048685591 @default.
- W3169168872 cites W3080856841 @default.
- W3169168872 cites W3092227774 @default.
- W3169168872 cites W3093070524 @default.
- W3169168872 cites W3115643957 @default.
- W3169168872 cites W3121586973 @default.
- W3169168872 cites W3123272981 @default.
- W3169168872 cites W3135257712 @default.
- W3169168872 cites W3135533298 @default.
- W3169168872 cites W3211081783 @default.
- W3169168872 doi "https://doi.org/10.1145/3485447.3512139" @default.
- W3169168872 hasPublicationYear "2022" @default.
- W3169168872 type Work @default.
- W3169168872 sameAs 3169168872 @default.
- W3169168872 citedByCount "7" @default.
- W3169168872 countsByYear W31691688722022 @default.
- W3169168872 countsByYear W31691688722023 @default.
- W3169168872 crossrefType "proceedings-article" @default.
- W3169168872 hasAuthorship W3169168872A5029588473 @default.
- W3169168872 hasAuthorship W3169168872A5032200312 @default.
- W3169168872 hasAuthorship W3169168872A5047581320 @default.
- W3169168872 hasAuthorship W3169168872A5050528093 @default.
- W3169168872 hasAuthorship W3169168872A5090883975 @default.
- W3169168872 hasBestOaLocation W31691688721 @default.
- W3169168872 hasConcept C105795698 @default.
- W3169168872 hasConcept C142724271 @default.
- W3169168872 hasConcept C149782125 @default.
- W3169168872 hasConcept C15744967 @default.
- W3169168872 hasConcept C162324750 @default.
- W3169168872 hasConcept C180747234 @default.
- W3169168872 hasConcept C187736073 @default.
- W3169168872 hasConcept C192769605 @default.
- W3169168872 hasConcept C23131810 @default.
- W3169168872 hasConcept C2522767166 @default.
- W3169168872 hasConcept C2779134260 @default.
- W3169168872 hasConcept C2780586970 @default.
- W3169168872 hasConcept C3008058167 @default.
- W3169168872 hasConcept C33923547 @default.
- W3169168872 hasConcept C41008148 @default.
- W3169168872 hasConcept C524204448 @default.
- W3169168872 hasConcept C71924100 @default.
- W3169168872 hasConcept C77350462 @default.
- W3169168872 hasConcept C77805123 @default.
- W3169168872 hasConcept C96250715 @default.
- W3169168872 hasConceptScore W3169168872C105795698 @default.
- W3169168872 hasConceptScore W3169168872C142724271 @default.
- W3169168872 hasConceptScore W3169168872C149782125 @default.
- W3169168872 hasConceptScore W3169168872C15744967 @default.
- W3169168872 hasConceptScore W3169168872C162324750 @default.
- W3169168872 hasConceptScore W3169168872C180747234 @default.
- W3169168872 hasConceptScore W3169168872C187736073 @default.
- W3169168872 hasConceptScore W3169168872C192769605 @default.
- W3169168872 hasConceptScore W3169168872C23131810 @default.
- W3169168872 hasConceptScore W3169168872C2522767166 @default.
- W3169168872 hasConceptScore W3169168872C2779134260 @default.
- W3169168872 hasConceptScore W3169168872C2780586970 @default.
- W3169168872 hasConceptScore W3169168872C3008058167 @default.
- W3169168872 hasConceptScore W3169168872C33923547 @default.
- W3169168872 hasConceptScore W3169168872C41008148 @default.
- W3169168872 hasConceptScore W3169168872C524204448 @default.
- W3169168872 hasConceptScore W3169168872C71924100 @default.
- W3169168872 hasConceptScore W3169168872C77350462 @default.
- W3169168872 hasConceptScore W3169168872C77805123 @default.
- W3169168872 hasConceptScore W3169168872C96250715 @default.
- W3169168872 hasLocation W31691688721 @default.
- W3169168872 hasLocation W31691688722 @default.
- W3169168872 hasOpenAccess W3169168872 @default.
- W3169168872 hasPrimaryLocation W31691688721 @default.
- W3169168872 hasRelatedWork W1964561326 @default.
- W3169168872 hasRelatedWork W1975046232 @default.
- W3169168872 hasRelatedWork W2088765491 @default.
- W3169168872 hasRelatedWork W2166247085 @default.