3 papers
stat.CO2025
Reducing Calls to the Simulator in Simulation Based Inference (SBI)
David Refaeli, Mira Marcus-Kalish, David M. Steinberg
Simulation-Based Inference (SBI) deals with statistical inference in problems where the data are generated from a system that is described by a complex stochastic simulator. The ch…
stat.ME2023
Federated Statistical Analysis: Non-parametric Testing and Quantile Estimation
Ori Becher, Mira Marcus-Kalish, David M. Steinberg
The age of big data has fueled expectations for accelerating learning. The availability of large data sets enables researchers to achieve more powerful statistical analyses and enh…
stat.ME2014
Variable Selection in Bayesian Semiparametric Regression Models
Ofir Harari, David M. Steinberg
In this paper we extend existing Bayesian methods for variable selection in Gaussian process regression, to select both the regression terms and the active covariates in the spatia…