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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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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

Semiparametric regression with the SemiPar package

Semiparametric models encompass a huge family of models that have a fully parametric (finite number of parameters) with a nonparametric part. In general, the parametric part will be linear, and the semiparametric part will be treated as nuisance; but this is not always the case. One example where a semiparametric model would be relevant, could be for example modeling the ice-cream sales in terms of the weather and the price. It's likely that the sales-weather relationship is highly nonlinear (sales are really high when the temperature is high, but low when the temperature is moderate), whereas the price-sales one could be quite linear. In that case, we would want to treat the price effect as linear and the rest as nuisance.

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