Stem sgd$ (all stems)

3 papers:

KDD-2015-OhHYJ #matrix #parallel #performance #robust

Fast and Robust Parallel SGD Matrix Factorization (JO, WSH, HY, XJ), pp. 865–874.

RecSys-2013-ZhuangCJL #matrix #memory management #parallel #performance

A fast parallel SGD for matrix factorization in shared memory systems (YZ, WSC, YCJ, CJL), pp. 249–256.

ICML-2012-OuyangG #probability

Stochastic Smoothing for Nonsmooth Minimizations: Accelerating SGD by Exploiting Structure (HO, AGG), p. 198.