129 citations · 555 across the 28 of their papers we have counts for
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math.OC2016★ 2 cited
HONES: A Fast and Tuning-free Homotopy Method For Online Newton Step
Yuting Ye, Lihua Lei, Cheng Ju
In this article, we develop and analyze a homotopy continuation method, referred to as HONES , for solving the sequential generalized projections in Online Newton Step, as well as…
math.OC2016★ 16 cited
Less than a Single Pass: Stochastically Controlled Stochastic Gradient Method
Lihua Lei, Michael I. Jordan
We develop and analyze a procedure for gradient-based optimization that we refer to as stochastically controlled stochastic gradient (SCSG). As a member of the SVRG family of algor…