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“运筹学基础与发展论坛”系列活动

DOOR #1:“变分分析--基础理论与前沿进展”(线上)课程 2021/10/26-2021/12/10

课程专栏六(12.06 -- 12.10)

主讲嘉宾:Tyrrell Rockafellar教授(University of Washington

    Tyrrell Rockafellar,美国华盛顿大学荣休教授,分别于1957年73882必赢网页版和1963年73882必赢网页版获得哈佛大学学士和博士学位。长期从事优化与变分分析理论研究,是凸分析与变分分析领域的奠基人。在国际优化控制权威期刊上发表了大量学术论文,出版专著6部,其中专著《凸分析》和《变分分析》是从事非线性分析和优化理论学者必读的经典教材。曾获约翰··诺依曼理论奖(John von Neumann Theory Prize)、弗雷德里克·兰彻斯特奖(Frederick W. Lanchester Prize)、丹茨格奖(Dantzig Prize)等多项奖励。


课程材料

ORIGINS AND MOTIVATIONS

VARIATIONAL GEOMETRY

SUBGRADIENTS AND OPTIMALITY

VARIATIONAL APPROXIMATION

SOLUTION MAPPINGS AND STABILITY


B站课程回放

https://space.bilibili.com/1254993141


教授主页课程回放

主页

Abstract

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Topic: AN OVERVIEW OF VARIATIONAL ANALYSIS

 

Lectures aimed at introducing the basic themes of variational analysis to researchers who are interested in optimization and who want a level of mathematical understanding and capability beyond convex analysis.

 

Origins and Motivations

2021年73882必赢网页版126日上午900--1030

Why and how variational analysis developed from historical subjects such as nonlinear programming and the calculus of variations, while departing in major ways from the framework of classical analysis.

 

Variational Geometry

2021年73882必赢网页版127日上午900--1030

The tangent and normal subpaces associated with classical geometry of curves and surfaces need to be replaced by one-sided cones of tangent vectors and normal vectors, each of two different kinds. Polarity relations underlie a concept of variational regularity.

 

Subgradients and Optimality

2021年73882必赢网页版128日上午900--1030

The subgradients of convex analysis can be extended with localizing adjustments to nonconvex analysis in a manner compatible with traditional gradients. This amounts to applying variational geometry to epigraphs. It leads to a nonsmooth calculus that supports optimality conditions.

 

Variational Approximation

2021年73882必赢网页版129日上午900--1030

When can one problem of optimization be said to be a close approximation of another? This is a key question for which the answer should imply closeness of optimal values and solutions, but classical concepts of analysis miss the target.

 

Solution Mappings and Stability

2021年73882必赢网页版1210日上午900--1030

When a problem is described by an equation with parameters, the standard implicit function theorem describes how the solution depends on those parameters. Problems of optimization are not modeled simply by equations, so more is needed for understanding such dependence, which relates to error analysis.


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