Cover image for Linear programming with MATLAB
Title:
Linear programming with MATLAB
Personal Author:
Series:
MPS-SIAM series on optimization
Publication Information:
Philadelphia, PA : Society for Industrial Mathematics, 2007
Physical Description:
xi, 266 p. : ill. ; 26 cm.
ISBN:
9780898716436

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30000010168931 QA402.5 F47 2007 Open Access Book Book
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30000010178263 QA402.5 F47 2007 Open Access Book Book
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Summary

Summary

This textbook provides a self-contained introduction to linear programming using MATLABĀ® software to elucidate the development of algorithms and theory. Early chapters cover linear algebra basics, the simplex method, duality, the solving of large linear problems, sensitivity analysis, and parametric linear programming. In later chapters, the authors discuss quadratic programming, linear complementarity, interior-point methods, and selected applications of linear programming to approximation and classification problems.

Exercises are interwoven with the theory presented in each chapter, and two appendices provide additional information on linear algebra, convexity, and nonlinear functions and on available MATLAB commands, respectively. Readers can access MATLAB codes and associated mex files at a Web site maintained by the authors.


Table of Contents

1 Introduction
2 Linear algebra
3 The simplex method
4 Duality
5 Solving large linear programs
6 Sensitivity and parametric linear programming
7 Quadratic programming and complementarity problems
8 Interior point methods
9 Approximation and classification
A Linear algebra, convexity, and nonlinear functions
B Summary of available MATLAB Commands
Bibliography
Index