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Interior Point Approach to Linear, Quadratic and Convex Programming

Interior Point Approach to Linear, Quadratic and Convex Programming

Algorithms and Complexity

by D. den Hertog
Paperback
Publication Date: 10/10/2012

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This book describes the rapidly developing field of interior point methods (IPMs). An extensive analysis is given of path-following methods for linear programming, quadratic programming and convex programming. These methods, which form a subclass of interior point methods, follow the central path, which is an analytic curve defined by the problem. Relatively simple and elegant proofs for polynomiality are given. The theory is illustrated using several explicit examples. Moreover, an overview of other classes of IPMs is given. It is shown that all these methods rely on the same notion as the path-following methods: all these methods use the central path implicitly or explicitly as a reference path to go to the optimum.
For specialists in IPMs as well as those seeking an introduction to IPMs. The book is accessible to any mathematician with basic mathematical programming knowledge.
ISBN:
9789401044967
9789401044967
Category:
Optimization
Format:
Paperback
Publication Date:
10-10-2012
Language:
English
Publisher:
Springer
Country of origin:
Netherlands
Pages:
210
Dimensions (mm):
240x160x12mm
Weight:
0.37kg

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