|
![]() |
|||
|
||||
OverviewDue to the general complementary convex structure underlying most nonconvex optimization problems encountered in applications, convex analysis plays an essential role in the development of global optimization methods. This book develops a coherent and rigorous theory of deterministic global optimization from this point of view. Part I constitutes an introduction to convex analysis, with an emphasis on concepts, properties and results particularly needed for global optimization, including those pertaining to the complementary convex structure. Part II presents the foundation and application of global search principles such as partitioning and cutting, outer and inner approximation, and decomposition to general global optimization problems and to problems with a low-rank nonconvex structure as well as quadratic problems. Much new material is offered, aside from a rigorous mathematical development. Audience: The book is written as a text for graduate students in engineering, mathematics, operations research, computer science and other disciplines dealing with optimization theory. It is also addressed to all scientists in various fields who are interested in mathematical optimization. Full Product DetailsAuthor: Hoang TuyPublisher: Springer-Verlag New York Inc. Imprint: Springer-Verlag New York Inc. Edition: Softcover reprint of hardcover 1st ed. 1998 Volume: 22 Dimensions: Width: 15.50cm , Height: 2.00cm , Length: 23.50cm Weight: 0.539kg ISBN: 9781441947833ISBN 10: 1441947833 Pages: 340 Publication Date: 06 December 2010 Audience: Professional and scholarly , Professional & Vocational Replaced By: 9783319314822 Format: Paperback Publisher's Status: Active Availability: Out of stock ![]() The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available. Table of ContentsI Convex Analysis.- 1 Convex Sets.- 2 Convex Functions.- 3 D.C. Functions and D.C. Sets.- II Global Optimization.- 4 Motivation and Overview.- 5 Successive Partitioning Methods.- 6 Outer and Inner Approximation.- 7 Decomposition.- 8 Nonconvex Quadratic Programming.- References.Reviews'The book gives a good review of the topic. ... The text is carefully constructed and well written, the exposition is clear. It leaves a remarkable impression of the concepts, tools and techniques in global optimization. It might also be used as a basis and guideline for lectures on this subject. Students as well as professionals will profitably read and use it.' Mathematical Methods of Operations Research, 49:3 (1999) 'The book gives a good review of the topic. ... The text is carefully constructed and well written, the exposition is clear. It leaves a remarkable impression of the concepts, tools and techniques in global optimization. It might also be used as a basis and guideline for lectures on this subject. Students as well as professionals will profitably read and use it.' Mathematical Methods of Operations Research, 49:3 (1999) 'The book gives a good review of the topic. ... The text is carefully constructed and well written, the exposition is clear. It leaves a remarkable impression of the concepts, tools and techniques in global optimization. It might also be used as a basis and guideline for lectures on this subject. Students as well as professionals will profitably read and use it.' Mathematical Methods of Operations Research, 49:3 (1999) Author InformationTab Content 6Author Website:Countries AvailableAll regions |