R in action - Robert Kabacoff

Summary

R in Action is the first book to present both the R system and the use cases that make it such a compelling package for business developers. The book begins by introducing the R language, including the development environment.
Focusing on practical solutions, the book also offers a crash course in practical statistics and covers elegant methods for dealing with messy and incomplete data using features of R.

R is a powerful language for statistical computing and graphics that can handle virtually any data-crunching task. It runs on all important platforms and provides thousands of useful specialized modules and utilities. This makes R a great way to get meaningful information from mountains of raw data.

R in Action is a language tutorial focused on practical problems. It presents useful statistics examples and includes elegant methods for handling messy, incomplete, and non-normal data that are difficult to analyze using traditional methods. And statistical analysis is only part of the story. You'll also master R's extensive graphical capabilities for exploring and presenting data visually.

Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book.

• Practical data analysis, step by step
• Interfacing R with other software
• Using R to visualize data
• Over 130 graphs
• Eight reference appendixes

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Table of Contents

Part I Getting started

1. Introduction to R
2. Creating a dataset
3. Getting started with graphs
4. Basic data management
5. Advanced data management

Part II Basic methods

6. Basic graphs
7. Basic statistics

Part III Intermediate methods

8. Regression
9. Analysis of variance
10. Power analysis
11. Intermediate graphs
12. Re-sampling statistics and bootstrapping

Part IV Advanced methods

13. Generalized linear models
14. Principal components and factor analysis
15. Advanced methods for missing data
16. Advanced graphics