- Statistical Analysis with R
- Table of Contents
- Statistical Analysis with R
- Credits
- About the Author
- About the Reviewers
- Preface
- 1. Uncovering the Strategist's Data Analysis Tool
- What is R?
- What are the benefits of using R?
- Why should I use R?
- Why should I read this book?
- What topics are covered in this book?
- Chapter 2 — Preparing R for Battle
- Chapter 3 — Exploring the Mysterious Data Analysis Tool
- Chapter 4 — Collecting and Organizing Information
- Chapter 5 — Assessing the Situation
- Chapter 6 — Planning the Attack
- Chapter 7 — Organizing the Battle Plans
- Chapter 8 — Briefing the Emperor
- Chapter 9 — Briefing the Generals
- Chapter 10 — Becoming a Master Strategist
- Summary
- 2. Preparing R for Battle
- 3. Exploring the Mysterious Data Analysis Tool
- 4. Collecting and Organizing Information
- 5. Assessing the Situation
- Time for action - making an initial inference from our data
- Examining our data
- Time for action - creating a subset from a large dataset
- Time for action - deriving summary statistics
- Time for action - quantifying categorical variables
- Time for action - correlating variables
- Regression
- Time for action - modelling with simple linear regression
- Time for action - modelling with multiple linear regression
- Time for action - modelling interactions
- Time for action - comparing and choosing models
- Summary
- 6. Planning the Attack
- Review of models
- Predicting outcomes using regression models
- Time for action - calculating outcomes from regression models
- Time for action - creating custom functions
- Time for action - creating resource-focused custom functions
- Logistical considerations
- Time for action - incorporating resource constraints into predictions
- Assessing viability
- Time for action - assessing the viability of potential strategies
- Summary
- 7. Organizing the Battle Plans
- 8. Briefing the Emperor
- Charts, graphs, and plots in R
- Time for action - creating a bar chart
- Time for action - customizing graphics
- Time for action - creating a scatterplot
- Time for action - creating a line chart
- Time for action - creating a box plot
- Time for action - creating a histogram
- Time for action - creating a pie chart
- What just happened
- pie(...)
- Pop quiz
- Have a go hero
- Time for action - exporting graphics
- Summary
- 9. Briefing the Generals
- More charts, graphs, and plots in R
- Time for action - customizing a bar chart
- Time for action - customizing a scatterplot
- Time for action - customizing a line chart
- Time for action - customizing a box plot
- Time for action - customizing a histogram
- Time for action - customizing a pie chart
- Time for action - building a graphic
- Time for action - building a graphic with multiple visuals
- Summary
- 10. Becoming a Master Strategist
- A. Pop Quiz Answer Key
- Index
-
No Comment
..................Content has been hidden....................
You can't read the all page of ebook, please click here login for view all page.