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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

Datasets used in this chapter


We will use a few datasets in this chapter, which will cover a wide range of topics. What they have in common is that they are all multidimensional; as a result, the techniques of this chapter are easy to implement. For convenience, all datasets are available online at http://scholar.harvard.edu/gerrard/mastering-scientific-computation-r. The following are some of the datasets:

  • Red wine: This is a dataset of red wine properties. This dataset contains the chemical properties of the wine as well as the wine quality score. This dataset comes from the paper P. Cortez, A. Cerdeira, F. Almeida, T. Matos, and J. Reis. Modeling wine preferences by data mining from physicochemical properties. In Decision Support Systems, Elsevier, 47(4):547-553, 2009. It was downloaded from the University of California Irvine Machine Learning Repository at http://archive.ics.uci.edu/ml/.

  • Abalone: This is a dataset of abalone measurements. The measurements are concerned largely with sizes...

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