书目名称 | Introduction to Continuous Optimization |
编辑 | Roman A. Polyak |
视频video | |
概述 | Numerous exercises throughout provide graduate students and instructors with practical utility in a two-semester course in Continuous Optimization.Shows what makes the exterior point methods numerical |
丛书名称 | Springer Optimization and Its Applications |
图书封面 |  |
描述 | .This self-contained monograph presents the reader with an authoritative view of Continuous Optimization, an area of mathematical optimization that has experienced major developments during the past 40 years. The book contains results which have not yet been covered in a systematic way as well as a summary of results on NR theory and methods developed over the last several decades. The readership is aimed to graduate students in applied mathematics, computer science, economics, as well as researchers working in optimization and those applying optimization methods for solving real life problems. Sufficient exercises throughout provide graduate students and instructors with practical utility in a two-semester course in Continuous Optimization..The topical coverage includes interior point methods, self-concordance theory and related complexity issues, first and second order methods with accelerated convergence, nonlinear rescaling (NR) theory and exterior point methods, just to mention a few. The book contains a unified approach to both interior and exterior point methods with emphasis of the crucial duality role. One of the main achievements of the book shows what makes the exterior |
出版日期 | Book 2021 |
关键词 | Lagrange multiplier; Legendre transformation; convex programming; nonconvex programming; nonlinear progr |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-030-68713-7 |
isbn_ebook | 978-3-030-68713-7Series ISSN 1931-6828 Series E-ISSN 1931-6836 |
issn_series | 1931-6828 |
copyright | Springer Nature Switzerland AG 2021 |