These notes start with an introduction to the differentiability of convex functions on Banach spaces, leading to the study of Asplund spaces and their intriguing relationship to monotone operators (and more general set-values maps) and Banach spaces with the Radon-Nikodym property. While much of thi
Convex Functions, Monotone Operators and Differentiability
β Scribed by Robert R. Phelps (auth.)
- Publisher
- Springer
- Year
- 1993
- Tongue
- English
- Leaves
- 120
- Edition
- 2
- Category
- Library
No coin nor oath required. For personal study only.
β¦ Synopsis
The improved and expanded second edition contains expositions of some major results which have been obtained in the years since the 1st edition. Theaffirmative answer by Preiss of the decades old question of whether a Banachspace with an equivalent Gateaux differentiable norm is a weak Asplund space. The startlingly simple proof by Simons of Rockafellar's fundamental maximal monotonicity theorem for subdifferentials of convex functions. The exciting new version of the useful Borwein-Preiss smooth variational principle due to Godefroy, Deville and Zizler. The material is accessible to students who have had a course in Functional Analysis; indeed, the first edition has been used in numerous graduate seminars. Starting with convex functions on the line, it leads to interconnected topics in convexity, differentiability and subdifferentiability of convex functions in Banach spaces, generic continuity of monotone operators, geometry of Banach spaces and the Radon-Nikodym property, convex analysis, variational principles and perturbed optimization. While much of this is classical, streamlined proofs found more recently are given in many instances. There are numerous exercises, many of which form an integral part of the exposition.
β¦ Table of Contents
Front Matter....Pages I-XI
Convex functions on real Banach spaces....Pages 1-16
Monotone operators, subdifferentials and Asplund spaces....Pages 17-37
Lower semicontinuous convex functions....Pages 38-57
Smooth variational principles, Asplund spaces, weak Asplund spaces....Pages 58-78
Asplund spaces, the RNP and perturbed optimization....Pages 79-94
GΓ’teaux differentiability spaces....Pages 95-101
A generalization of monotone operators: Usco maps....Pages 102-109
Back Matter....Pages 110-120
β¦ Subjects
Optimization
π SIMILAR VOLUMES
These notes start with an introduction to the differentiability of convex functions on Banach spaces, leading to the study of Asplund spaces and their intriguing relationship to monotone operators (and more general set-values maps) and Banach spaces with the Radon-Nikodym property. While much of thi
These notes start with an introduction to the differentiability of convex functions on Banach spaces, leading to the study of Asplund spaces and their intriguing relationship to monotone operators (and more general set-values maps) and Banach spaces with the Radon-Nikodym property. While much of thi