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Mastering Scientific Computing with R

You're reading from   Mastering Scientific Computing with R Employ professional quantitative methods to answer scientific questions with a powerful open source data analysis environment

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Product type Paperback
Published in Jan 2015
Publisher
ISBN-13 9781783555253
Length 432 pages
Edition 1st Edition
Languages
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Toc

Table of Contents (12) Chapters Close

Preface 1. Programming with R 2. Statistical Methods with R FREE CHAPTER 3. Linear Models 4. Nonlinear Methods 5. Linear Algebra 6. Principal Component Analysis and the Common Factor Model 7. Structural Equation Modeling and Confirmatory Factor Analysis 8. Simulations 9. Optimization 10. Advanced Data Management Index

Linear programming


Linear programming is used to minimize or maximize a function subject to constraints when both the objective function and the constraints can be expressed as linear equations or inequalities. More generally, these optimization problems can be expressed as follows:

The preceding formula is subject to the following constraints:

It is also subject to the non-negativity constraint , , …, . In other words, we are interested in finding the values for the decision variables , which minimize the objective function L(x) subject to the constraints and non-negative conditions. The opposite of this is also true to maximize a linear program, as follows:

The preceding formula is subject to the following constraints:

It is also subject to the non-negativity constraint , , …, .

R has a few packages and functions available to help solve linear programming problems. We will go over a few examples to show you how to use these functions to set up and solve linear programs. Let's start by solving...

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