Aris Daniilidis, David Salas, Sebastián Tapia-García
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引用次数: 0
摘要
变分分析的一个经典结果,即阿图什(Attouch)定理,确定了适当凸下半连续函数序列的表观收敛性与相应次微分映射的图形收敛性之间的等价性,但须满足一个固定积分常数的归一化条件。在这项工作中,我们证明了在有限维度和温和的有界性假设下,我们可以用斜率(标量,对应于子微分到零的距离)替换子微分(向量集),并仍然得到相同的特征:即函数的图解收敛等同于其斜率的图解收敛。这一令人惊讶的结果与凸函数的斜率确定(Boulmezaoud 等人,发表于 SIAM J Optim 28(3):2049-2066, 2018;Pérez-Aros 等人,发表于 Math Program 190(1-2):561-583, 2021)和斜率敏感性(Daniilidis 和 Drusvyatskiy,发表于 Proc Am Math Soc 151(11):4751-4756, 2023)的最新进展一致。
A classical result of variational analysis, known as Attouch theorem, establishes an equivalence between epigraphical convergence of a sequence of proper convex lower semicontinuous functions and graphical convergence of the corresponding subdifferential maps up to a normalization condition which fixes the integration constant. In this work, we show that in finite dimensions and under a mild boundedness assumption, we can replace subdifferentials (sets of vectors) by slopes (scalars, corresponding to the distance of the subdifferentials to zero) and still obtain the same characterization: namely, the epigraphical convergence of functions is equivalent to the epigraphical convergence of their slopes. This surprising result goes in line with recent developments on slope determination (Boulmezaoud et al. in SIAM J Optim 28(3):2049–2066, 2018; Pérez-Aros et al. in Math Program 190(1–2):561-583, 2021) and slope sensitivity (Daniilidis and Drusvyatskiy in Proc Am Math Soc 151(11):4751-4756, 2023) for convex functions.