970 citations · 1.5k across the 39 of their papers we have counts for
5 papers · 1 filter
Improving Inference of Gaussian Mixtures Using Auxiliary Variables
Andrea Mercatanti, Fan Li, Fabrizia Mealli
Expanding a lower-dimensional problem to a higher-dimensional space and then projecting back is often beneficial. This article rigorously investigates this perspective in the conte…
Do debit cards increase household spending? Evidence from a semiparametric causal analysis of a survey
Andrea Mercatanti, Fan Li
Motivated by recent findings in the field of consumer science, this paper evaluates the causal effect of debit cards on household consumption using population-based data from the I…
A Conversation with Donald B. Rubin
Fan Li, Fabrizia Mealli
Donald Bruce Rubin is John L. Loeb Professor of Statistics at Harvard University. He has made fundamental contributions to statistical methods for missing data, causal inference, s…
Balancing Covariates via Propensity Score Weighting
Fan Li, Kari Lock Morgan, Alan M. Zaslavsky
Covariate balance is crucial for unconfounded descriptive or causal comparisons. However, lack of balance is common in observational studies. This article considers weighting strat…
Exploiting multiple outcomes in Bayesian principal stratification analysis with application to the evaluation of a job training program
Alessandra Mattei, Fan Li, Fabrizia Mealli
The causal effect of a randomized job training program, the JOBS II study, on trainees' depression is evaluated. Principal stratification is used to deal with noncompliance to the…