Interior Point Methods For Linear Optimization


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Interior Point Methods for Linear Optimization


Interior Point Methods for Linear Optimization

Author: Cornelis Roos

language: en

Publisher: Springer Science & Business Media

Release Date: 2005-09-07


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The era of interior point methods (IPMs) was initiated by N. Karmarkar’s 1984 paper, which triggered turbulent research and reshaped almost all areas of optimization theory and computational practice. This book offers comprehensive coverage of IPMs. It details the main results of more than a decade of IPM research. Numerous exercises are provided to aid in understanding the material.

Interior Point Approach to Linear, Quadratic and Convex Programming


Interior Point Approach to Linear, Quadratic and Convex Programming

Author: D. den Hertog

language: en

Publisher: Springer

Release Date: 1994-03-31


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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.

Exploring Interior-point Linear Programming


Exploring Interior-point Linear Programming

Author: Ami Arbel

language: en

Publisher: MIT Press

Release Date: 1993


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This book provides practitioners as well as students of this general methodology with an easily accessible introduction to the new class of algorithms known as interior-point methods for linear programming.