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The ABC of DC Programming
Set-Valued and Variational Analysis ( IF 1.6 ) Pub Date : 2020-10-28 , DOI: 10.1007/s11228-020-00566-w
Welington de Oliveira

A function is called DC if it is expressible as the difference of two convex functions. In this work, we present a short tutorial on difference-of-convex optimization surveying and highlighting some important facts about DC functions, optimality conditions, and recent algorithms. The manuscript, accessible to a wide range of readers familiar with the convex analysis machinery, builds upon three pillars from variational analysis: directional derivative, ε-subdifferential, and the Legendre-Fenchel transform.



中文翻译:

DC编程基础知识

如果一个函数可以表示为两个凸函数之差,则称为DC。在这项工作中,我们提供了一个关于凸差优化测量的简短教程,并重点介绍了有关DC函数,最优性条件和最新算法的一些重要事实。该手稿是基于变量分析的三大支柱:方向导数,ε-次微分和Legendre-Fenchel变换,可供熟悉凸面分析机制的广泛读者使用。

更新日期:2020-10-30
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