225 citations · 752 across the 41 of their papers we have counts for
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cs.LG2020
Learning Robust Decision Policies from Observational Data
Muhammad Osama, Dave Zachariah, Peter Stoica
We address the problem of learning a decision policy from observational data of past decisions in contexts with features and associated outcomes. The past policy maybe unknown and…
cs.LG2017★ 2 cited
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…