166 citations · 595 across the 71 of their papers we have counts for
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math.ST2018★ 16 cited
Distributed linear regression by averaging
Edgar Dobriban, Yue Sheng
Distributed statistical learning problems arise commonly when dealing with large datasets. In this setup, datasets are partitioned over machines, which compute locally, and communi…
math.ST2018★ 5 cited
Robust Inference Under Heteroskedasticity via the Hadamard Estimator
Edgar Dobriban, Weijie J. Su, Yachong Yang +1
Drawing statistical inferences from large datasets in a model-robust way is an important problem in statistics and data science. In this paper, we propose methods that are robust t…