Search Results - subject:"nonparametric Bayesian"

Double robust Bayesian inference on average treatment effects

Breunig, Christoph; Liu, Ruixuan; Yu, Zhengfei - In: Econometrica : journal of the Econometric Society, an … 93 (2025) 2, pp. 539-568

Persistent link: https://www.econbiz.de/10015401158

Double Robust Bayesian Inference on Average Treatment Effects

Breunig, Christoph; Liu, Ruixuan; Yu, Zhengfei - In: Econometrica 93 (2025) 2, pp. 539-568

We propose a double robust Bayesian inference procedure on the average treatment effect (ATE) under unconfoundedness. For our new Bayesian approach, we first adjust the prior distributions of the conditional mean functions, and then correct the posterior distribution of the resulting ATE. Both...

Persistent link: https://www.econbiz.de/10015411074

Nonparametric Bayesian optimal designs for Unit Exponential regression model with respect to prior processes(with the truncated normal as the base measure)

Nanvapisheh, Anita Abdollahi; Khazaei, Soleiman; … - In: Statistics in transition : an international journal of … 25 (2024) 3, pp. 141-154

of Nonparametric Bayesian inference, offering multiple representations that are well-suited for application. This …-optimality criterion considering the Dirichlet process as a functional tool. Through this approach, we aim to identify a Nonparametric … Bayesian optimal design. …

Persistent link: https://www.econbiz.de/10015127235