Introduction to Continuous Optimization

In the third part, the NR and Lagrangian transformation theories are considered and exterior point methods are described. Three important problems in finding equilibrium are considered in the fourth part. In the fifth and final part of the book, several important applications arising in economics, s...

Full description

Bibliographic Details
Main Author: Polyak, Roman A.
Format: eBook
Language:English
Published: Cham Springer International Publishing 2021, 2021
Edition:1st ed. 2021
Series:Springer Optimization and Its Applications
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • 1. Introduction
  • 2. Elements of Calculus and Convex Analysis
  • 3. Few Topics in Unconstrained Optimization
  • 4. Optimization with Equality Constraints
  • 5. Basics in Linear and Convex Optimization
  • Self-Concordant Functions and IPM Complexity
  • 7. Nonlinear Rescaling. Theory and Methods
  • 8. Realizations of the NR Principle
  • 9. Lagrangian Transformation and Interior Ellipsoid Methods
  • 10. Finding Nonlinear Equilibrium
  • 11. (With Igor Griva) Applications and Numerical Results
  • Concluding Remarks
  • Appendix
  • References