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Article
Special issue on Advanced statistical modeling and causal inference with complex data for better decision making
The special issue on Advanced Statistical Modeling and Causal Inference with Complex data for Better Decision Making has been inspired by the developments of innovative models and methods to answer challenging su...
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Chapter
Exploiting Multivariate Outcomes in Bayesian Inference for Causal Effects with Noncompliance
A Bayesian approach to causal inference in the presence of noncompliance to assigned randomized treatment is considered. It exploits multivariate outcomes for improving estimation of weakly identified models, ...
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Article
Assessing the effect of the amount of financial aids to Piedmont firms using the generalized propensity score
Regional and national development policies play an important role to support local enterprises in Italy. The amount of financial aid may be a key feature for firms’ employment policies. We study the impact on ...
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Article
Estimating and using propensity score in presence of missing background data: an application to assess the impact of childbearing on wellbeing
Propensity score methods are an increasingly popular technique for causal inference. To estimate propensity scores, we must model the distribution of the treatment indicator given a vector of covariates. Much ...