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R Statistics Cookbook

You're reading from  R Statistics Cookbook

Product type Book
Published in Mar 2019
Publisher Packt
ISBN-13 9781789802566
Pages 448 pages
Edition 1st Edition
Languages
Concepts
Author (1):
Francisco Juretig Francisco Juretig
Profile icon Francisco Juretig

Table of Contents (12) Chapters

Preface 1. Getting Started with R and Statistics 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

Calculating ANOVA sum of squares and F tests

Analysis of Variance (ANOVA) is a technique that's used for analyzing the differences between the means from several groups (it is essentially an extension of the t-test to multiple samples). It is deeply tied to a statistical discipline known as experimental design, a discipline that analyzes how to collect the data, how to layout an experiment, and which variables should be measured.

In statistics, correlation is not the same as causality: two phenomena might be correlated, but deducing causality out of that correlation is usually wrong. For example, most animals wake up just before dawn, but we can't deduce that waking up causes the sunlight to appear.

A very important question then, is: how can we determine causality within a statistical framework? The way we identify causality in statistics is by first laying out...

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