Convex and Stochastic Optimization

£54.99

Convex and Stochastic Optimization

Probability and statistics Optimization Stochastics

Author: J. Frederic Bonnans

Dinosaur mascot

Collection: Universitext

Language: English

Published by: Springer

Published on: 24th April 2019

Format: LCP-protected ePub

Size: 28 Mb

ISBN: 9783030149772


Introduction

This textbook provides an introduction to convex duality for optimization problems in Banach spaces, integration theory, and their application to stochastic programming problems in a static or dynamic setting. It introduces and analyses the main algorithms for stochastic programs, while the theoretical aspects are carefully dealt with.

Applications

The reader is shown how these tools can be applied to various fields, including approximation theory, semidefinite and second-order cone programming and linear decision rules.

Intended Audience

This textbook is recommended for students, engineers and researchers who are willing to take a rigorous approach to the mathematics involved in the application of duality theory to optimization with uncertainty.

Show moreShow less