4 papers
Expert-Guided Class-Conditional Goodness-of-Fit Scores for Interpretable Classification with Informative Missingness: An Application to Seismic Monitoring
Shahar Cohen, David M. Steinberg, Yael Radzyner +1
We study a classification problem with three key challenges: pervasive informative missingness, the integration of partial prior expert knowledge into the learning process, and the…
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…
Efficient Study Design with Multiple Measurement Instruments
Michal Bitan, Malka Gorfine, Laura Rosen +1
Outcomes from studies assessing exposure often use multiple measurements. In previous work, using a model first proposed by Buonoccorsi (1991), we showed that combining direct (e.g…
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…