Essential smoothness, essential strict convexity, and Legendre functions in Banach spaces

被引:269
作者
Bauschke, HH [1 ]
Borwein, JM
Combettes, PL
机构
[1] Univ Guelph, Dept Math & Stat, Guelph, ON N1G 2W1, Canada
[2] Simon Fraser Univ, Ctr Expt & Construct Math, Burnaby, BC V5A 1S6, Canada
[3] Univ Paris 06, Anal Numer Lab, F-75005 Paris, France
关键词
Bregman distance; Bregman projection; coercive; cofinite function; convex function of Legendre type; essentially smooth; essentially strictly convex; Legendre function; Schur property; Schur space; subdifferential; supercoercive; weak Asplund space; zone consistent;
D O I
10.1142/S0219199701000524
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The classical notions of essential smoothness, essential strict convexity, and Legendreness for convex functions axe extended from Euclidean to Banach spaces. A pertinent duality theory is developed and several useful characterizations are given. The proofs rely on new results on the more subtle behavior of subdifferentials and directional derivatives at boundary points of the domain. In weak Asplund spaces, a new formula allows the recovery of the subdifferential from nearby gradients. Finally, it is shown that every Legendre function on a reflexive Banach space is zone consistent, a fundamental property in the analysis of optimization algorithms based on Bregman distances. Numerous illustrating examples are provided.
引用
收藏
页码:615 / 647
页数:33
相关论文
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