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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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Toc

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

Spectral decomposition of time series

Time series can be decomposed as the sum of several components, each one of them having a different frequency. Using this approach, we can see which are the frequencies that dominate: for example, there might be a yearly component and a weekly component.

This spectral decomposition is useful for understanding cycles, and the dynamics of a time series. It can also be used as a preliminary tool for studying seasonality in detail. This knowledge can then be used to choose the right seasonality structure for removal from the series.

Getting ready

In order to run this recipe, the timesboot package needs to be installed using install.packages().

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