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20202026
most citedSolving Nonsmooth Nonconvex Compound Stochastic Programs with Applications to Risk Measure Minimization

2 citations · 2 across the 6 of their papers we have counts for

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stat.ME2024

Learning Robust Treatment Rules for Censored Data

Yifan Cui, Junyi Liu, Tao Shen +2

There is a fast-growing literature on estimating optimal treatment rules directly by maximizing the expected outcome. In biomedical studies and operations applications, censored su…

math.OC2024

Classification and Treatment Learning with Constraints via Composite Heaviside Optimization: a Progressive MIP Method

Yue Fang, Junyi Liu, Jong-Shi Pang

This paper proposes a Heaviside composite optimization approach and presents a progressive (mixed) integer programming (PIP) method for solving multi-class classification and multi…