Abstract generalized epsilon-descent algorithm

Estéfany Castillo Ventura, Erik ALEX PAPA QUIROZ
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Abstract

Given the problem of minimizing a possibly nonconvex and nonsmooth function in a real Hilbert space, we present a generalized $\epsilon$-descent algorithm motivated from the abstract descent method introduced by Attouch et al.(2013} with two essential addition, we consider scalar errors on the sufficient descent condition, as well as, on the relative inexact optimality condition. Under general conditions on the function to be minimized, we obtain that all the accumulation points of the sequences generated by the algorithm, if they exist, are generalized critical limit points of the objective function.
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抽象广义ε-后裔算法
给定在实希尔伯特空间中最小化一个可能非凸和非光滑函数的问题,我们提出了一种广义的$\epsilon$-下降算法,该算法源于Attouch等人(2013年)提出的抽象下降方法,并增加了两个基本条件:我们考虑了充分下降条件上的标量误差,以及相对精确最优条件上的标量误差。在待最小化函数的一般条件下,我们得到算法生成序列的所有堆积点(如果存在的话)都是目标函数的广义临界极限点。
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