M. Anjos – Handbook on Semidefinite Conic and Polynomial Optimization
1.830 ₽
Автор: M. Anjos
Название книги: Handbook on Semidefinite Conic and Polynomial Optimization
Формат: PDF
Жанр: Экономические дисциплины
Страницы: 955
Качество: Изначально компьютерное, E-book
Semidefinite and conic optimization is a major and thriving research area within the optimization community. Although semidefinite optimization has been studied (under different names) since at least the 1940s, its importance grew immensely during the 1990s after polynomial-time interior-point methods for linear optimization were extended to solve semidefinite optimization problems.
Since the beginning of the 21st century, not only has research into semidefinite and conic optimization continued unabated, but also a fruitful interaction has developed with algebraic geometry through the close connections between semidefinite matrices and polynomial optimization. This has brought about important new results and led to an even higher level of research activity.
This Handbook on Semidefinite, Conic and Polynomial Optimization provides the reader with a snapshot of the state-of-the-art in the growing and mutually enriching areas of semidefinite optimization, conic optimization, and polynomial optimization. It contains a compendium of the recent research activity that has taken place in these thrilling areas, and will appeal to doctoral students, young graduates, and experienced researchers alike.
The Handbook’s thirty-one chapters are organized into four parts:
Theory, covering significant theoretical developments as well as the interactions between conic optimization and polynomial optimization;
Algorithms, documenting the directions of current algorithmic development;
Software, providing an overview of the state-of-the-art;
Applications, dealing with the application areas where semidefinite and conic optimization has made a significant impact in recent years.
Описание
Handbook on Semidefinite, Conic and Polynomial Optimization — фундаментальное справочное издание, объединяющее современные разделы оптимизации. Книга подробно рассматривает теорию и методы полиномиальной, конической и полудефинтной оптимизации, которые активно применяются в математическом программировании, управлении, машинном обучении и инженерных расчётах.
Авторы собрали обзор ключевых результатов последних десятилетий: от базовых свойств семидевитных матриц и конуса положительных полиномов до передовых алгоритмов решения задач глобальной оптимизации. Особое внимание уделено приложениям в комбинаторной оптимизации, теории управления, финансовой математике и компьютерной алгебре.
- Математикам и исследователям, работающим в области оптимизации и теории полиномов
- Специалистам по исследованию операций и математическому программированию
- Студентам и аспирантам профильных специальностей, нуждающимся в актуальном справочнике
- Практикам, применяющим SDP и полиномиальную оптимизацию в бизнес-аналитике и инженерии
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