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R Statistics Cookbook

You're reading from   R Statistics Cookbook Over 100 recipes for performing complex statistical operations with R 3.5

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Product type Paperback
Published in Mar 2019
Publisher Packt
ISBN-13 9781789802566
Length 448 pages
Edition 1st Edition
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Concepts
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Author (1):
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Francisco Juretig Francisco Juretig
Author Profile Icon Francisco Juretig
Francisco Juretig
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Table of Contents (12) Chapters Close

Preface 1. Getting Started with R and Statistics FREE CHAPTER 2. Univariate and Multivariate Tests for Equality of Means 3. Linear Regression 4. Bayesian Regression 5. Nonparametric Methods 6. Robust Methods 7. Time Series Analysis 8. Mixed Effects Models 9. Predictive Models Using the Caret Package 10. Bayesian Networks and Hidden Markov Models 11. Other Books You May Enjoy

Working with LASSO

In the previous recipe, we saw that Ridge Regression gives us much more stable coefficients, at the cost of a small bias (the coefficients are compressed to a smaller size than they should). It is based on the L2 regularization norm, which is essentially the squared sum of the coefficients. In order to do that, we used the glmnet package, which allows us to decide how much Ridge/Lasso regularization we want.

Getting ready

Lets install same packages as in the previous recipe: glmnet, ggplot2, tidyr, and MASS. They can be installed via install.packages().

How to do it...

...
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