483 citations · 760 across the 48 of their papers we have counts for
4 papers · 1 filter
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…
Flexible results for quadratic forms with applications to variance components estimation
Lee H. Dicker, Murat A. Erdogdu
We derive convenient uniform concentration bounds and finite sample multivariate normal approximation results for quadratic forms, then describe some applications involving varianc…
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…
SEISMIC: A Self-Exciting Point Process Model for Predicting Tweet Popularity
Qingyuan Zhao, Murat A. Erdogdu, Hera Y. He +2
Social networking websites allow users to create and share content. Big information cascades of post resharing can form as users of these sites reshare others' posts with their fri…