An extension of the proximal point algorithm beyond convexity

被引:0
作者
Sorin-Mihai Grad
Felipe Lara
机构
[1] University of Vienna,Faculty of Mathematics
[2] Universidad de Tarapacá,Departamento de Matemática, Facultad de Ciencias
来源
Journal of Global Optimization | 2022年 / 82卷
关键词
Nonsmooth optimization; Nonconvex optimization; Proximity operator; Proximal point algorithm; Generalized convex function;
D O I
暂无
中图分类号
学科分类号
摘要
We introduce and investigate a new generalized convexity notion for functions called prox-convexity. The proximity operator of such a function is single-valued and firmly nonexpansive. We provide examples of (strongly) quasiconvex, weakly convex, and DC (difference of convex) functions that are prox-convex, however none of these classes fully contains the one of prox-convex functions or is included into it. We show that the classical proximal point algorithm remains convergent when the convexity of the proper lower semicontinuous function to be minimized is relaxed to prox-convexity.
引用
收藏
页码:313 / 329
页数:16
相关论文
共 57 条
[21]  
Ferland JA(2002)An inexact proximal method for quasiconvex minimization Math. Op. Res. 27 170-191
[22]  
Zălinescu C(1985)Local convergence of the proximal point algorithm and multiplier methods without monotonicity J. Optim. Theory Appl. 46 37-54
[23]  
Cunha FGM(2000)Lower subdifferentiable functions and their minimization by cutting plane Optimization 47 35-110
[24]  
da Cruz Neto JX(2000)What is quasiconvex analysis? J. Convex Anal. 7 243-269
[25]  
Oliveira PR(1982)Elements of quasiconvex subdifferential calculus J. Math. Econ. 9 187-205
[26]  
Gribonval R(1983)Strong convexity of sets and functions Math. Op. Res. 8 231-259
[27]  
Nikolova M(1999)Strong and weak convexity of sets and functions J. Aust. Math. Soc. Ser. B., Appl. Math. 40 379-391
[28]  
Gutiérrez JM(undefined)Strict lower subdifferentiability and applications undefined undefined undefined-undefined
[29]  
Hare W(undefined)undefined undefined undefined undefined-undefined
[30]  
Sagastizábal C(undefined)undefined undefined undefined undefined-undefined