62 citations · 192 across the 26 of their papers we have counts for
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math.OC2018
Frank-Wolfe Style Algorithms for Large Scale Optimization
Lijun Ding, Madeleine Udell
We introduce a few variants on Frank-Wolfe style algorithms suitable for large scale optimization. We show how to modify the standard Frank-Wolfe algorithm using stochastic gradien…
math.OC2018
Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives
Song Zhou, Swati Gupta, Madeleine Udell
The original simplicial method (OSM), a variant of the classic Kelley's cutting plane method, has been shown to converge to the minimizer of a composite convex and submodular objec…