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Catalogue Information
Field name
Details
Dewey Class
519.6
Title
Mathematical Theory of Optimization ([EBook]) / edited by Ding-Zhu Du, Panos M. Pardalos, Weili Wu.
Added Personal Name
Du, Dingzhu
Pardalos, Panos M.
Wu, Weili
Other name(s)
SpringerLink (Online service)
Publication
Boston, MA : Springer US , 2001.
Physical Details
XIII, 273 p. : online resource.
Series
Nonconvex Optimization and Its Applications
1571-568X ; ; 56
ISBN
9781475757958
Summary Note
Optimization is of central importance in all sciences. Nature inherently seeks optimal solutions. For example, light travels through the "shortest" path and the folded state of a protein corresponds to the structure with the "minimum" potential energy. In combinatorial optimization, there are numerous computationally hard problems arising in real world applications, such as floorplanning in VLSI designs and Steiner trees in communication networks. For these problems, the exact optimal solution is not currently real-time computable. One usually computes an approximate solution with various kinds of heuristics. Recently, many approaches have been developed that link the discrete space of combinatorial optimization to the continuous space of nonlinear optimization through geometric, analytic, and algebraic techniques. Many researchers have found that such approaches lead to very fast and efficient heuristics for solving large problems. Although almost all such heuristics work well in practice there is no solid theoretical analysis, except Karmakar's algorithm for linear programming. With this situation in mind, we decided to teach a seminar on nonlinear optimization with emphasis on its mathematical foundations. This book is the result of that seminar. During the last decades many textbooks and monographs in nonlinear optimization have been published. Why should we write this new one? What is the difference of this book from the others? The motivation for writing this book originated from our efforts to select a textbook for a graduate seminar with focus on the mathematical foundations of optimization.:
Contents note
1 Optimization Problems -- 2 Linear Programming -- 3 Blind Man’s Method -- 4 Hitting Walls -- 5 Slope and Path Length -- 6 Average Slope -- 7 Inexact Active Constraints -- 8 Efficiency -- 9 Variable Metric Methods -- 10 Powell’s Conjecture -- 11 Minimax -- 12 Relaxation -- 13 Semidefinite Programming -- 14 Interior Point Methods -- 15 From Local to Global -- Historical Notes.
System details note
Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users)
Internet Site
http://dx.doi.org/10.1007/978-1-4757-5795-8
Links to Related Works
Subject References:
Algorithms
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Applications of Mathematics
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Computational Mathematics and Numerical Analysis
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Computer mathematics
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Mathematical optimization
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Optimization
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Software Engineering
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Software Engineering/Programming and Operating Systems
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Theory of Computation
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Authors:
Du, Dingzhu
.
editor
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Pardalos, Panos M.
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Wu, Weili
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Corporate Authors:
SpringerLink (Online service)
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Series:
Nonconvex Optimization and Its Applications
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Classification:
519.6
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