483 citations · 760 across the 48 of their papers we have counts for
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stat.ML2015★ 3 cited
Newton-Stein Method: An optimization method for GLMs via Stein's Lemma
Murat A. Erdogdu
We consider the problem of efficiently computing the maximum likelihood estimator in Generalized Linear Models (GLMs) when the number of observations is much larger than the number…
stat.ML2015★ 85 cited
Convergence rates of sub-sampled Newton methods
Murat A. Erdogdu, Andrea Montanari
We consider the problem of minimizing a sum of functions over a convex parameter set where . In this regime, algorithms which ut…