989 citations · 6.1k across the 184 of their papers we have counts for
Showing 2015 · stat.MLShow all
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stat.ML2015★ 67 cited
Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization
Roy Frostig, Rong Ge, Sham M. Kakade +1
We develop a family of accelerated stochastic algorithms that minimize sums of convex functions. Our algorithms improve upon the fastest running time for empirical risk minimizatio…
stat.ML2015★ 12 cited
A Linear Dynamical System Model for Text
David Belanger, Sham Kakade
Low dimensional representations of words allow accurate NLP models to be trained on limited annotated data. While most representations ignore words' local context, a natural way to…