B. Goldengorin – Optimization and Its Applications in Control and Data Sciences (2016)
2.785 ₽
Автор: B. Goldengorin
Название книги: Optimization and Its Applications in Control and Data Sciences
Формат: PDF
Жанр: Математика
Страницы: 516
Качество: Изначально компьютерное, E-book
This book focuses on recent research in modern optimization and its implications in control and data analysis. This book is a collection of papers from the conference “Optimization and Its Applications in Control and Data Science” dedicated to Professor Boris T. Polyak, which was held in Moscow, Russia on May 13-15, 2015.
This book reflects developments in theory and applications rooted by Professor Polyak’s fundamental contributions to constrained and unconstrained optimization, differentiable and nonsmooth functions, control theory and approximation. Each paper focuses on techniques for solving complex optimization problems in different application areas and recent developments in optimization theory and methods. Open problems in optimization, game theory and control theory are included in this collection which will interest engineers and researchers working with efficient algorithms and software for solving optimization problems in market and data analysis. Theoreticians in operations research, applied mathematics, algorithm design, artificial intelligence, machine learning, and software engineering will find this book useful and graduate students will find the state-of-the-art research valuable.
Описание
B. Goldengorin. Optimization and Its Applications in Control and Data Sciences — сборник научных работ, посвященных современным методам оптимизации и их применению в задачах управления и анализа данных. Книга объединяет исследования по дискретной оптимизации, алгоритмам, моделям и их практическим применениям в сложных системах.
Авторы рассматривают актуальные проблемы комбинаторной оптимизации, включая точные и приближенные алгоритмы, вопросы устойчивости решений, а также интеграцию методов оптимизации с машинным обучением и обработкой больших данных. Особое внимание уделено приложениям в управлении техническими, экономическими и информационными системами.
- специалистам по математическому программированию и дискретной оптимизации
- исследователям и разработчикам в области data science и machine learning
- инженерам и ученым, работающим с задачами оптимального управления
- студентам и аспирантам математических и технических специальностей
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