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stat.ME2024
Branch and Bound to Assess Stability of Regression Coefficients in Uncertain Models
Brian Knaeble, R. Mitchell Hughes, George Rudolph +2
It can be difficult to interpret a coefficient of an uncertain model. A slope coefficient of a regression model may change as covariates are added or removed from the model. In the…
stat.ME2024
Maximum Entropy Estimation of Heterogeneous Causal Effects
Brian Knaeble, Mehdi Hakim-Hashemi, Mark A. Abramson
For the purpose of causal inference we employ a stochastic model of the data generating process, utilizing individual propensity probabilities for the treatment, and also individua…