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stat.CO2026
Subgradient Methods for Nonsmooth Sample Average Approximation
Xi Chen, Ouqi Fu, Jiyuan Tu +1
We study direct subgradient methods for nonsmooth sample average approximation (SAA). Subgradient descent and Nesterov acceleration with constant step sizes attain polynomial and g…
math.OA2026
-admissible processes and noncommutative weighted ergodic theorems
Morgan O'Brien
In this article, we study the bilaterally almost uniform (b.a.u.) convergence of weighted averages of a positive Dunford-Schwartz operator acting on the noncommutative -sp…