225 citations · 752 across the 41 of their papers we have counts for
4 papers · 1 filter
Model-Robust Counterfactual Prediction Method
Dave Zachariah, Petre Stoica
We develop a novel method for counterfactual analysis based on observational data using prediction intervals for units under different exposures. Unlike methods that target heterog…
Model Order Selection Rules For Covariance Structure Classification
V. Carotenuto, A. De Maio, D. Orlando +1
The adaptive classification of the interference covariance matrix structure for radar signal processing applications is addressed in this paper. This represents a key issue because…
Online Learning for Distribution-Free Prediction
Dave Zachariah, Petre Stoica, Thomas B. Schön
We develop an online learning method for prediction, which is important in problems with large and/or streaming data sets. We formulate the learning approach using a covariance-fit…
PUMA criterion = MODE criterion
Dave Zachariah, Petre Stoica, Magnus Jansson
We show that the recently proposed (enhanced) PUMA estimator for array processing minimizes the same criterion function as the well-established MODE estimator. (PUMA = principal-si…