289 citations · 1.2k across the 72 of their papers we have counts for
Showing 2013 · stat.MLShow all
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stat.ML2013★ 17 cited
Online Optimization in Dynamic Environments
Eric C. Hall, Rebecca M. Willett
High-velocity streams of high-dimensional data pose significant "big data" analysis challenges across a range of applications and settings. Online learning and online convex progra…
stat.ML2013★ 17 cited
Dynamical Models and Tracking Regret in Online Convex Programming
Eric C. Hall, Rebecca M. Willett
This paper describes a new online convex optimization method which incorporates a family of candidate dynamical models and establishes novel tracking regret bounds that scale with…