R in action : data analysis and graphics with R / Robert I. Kabacoff.

Format:

Book

Author/Creator:

Kabacoff, Robert, author.

Language:

English

Subjects (All):

R (Computer program language).

Statistics--Data processing.

Statistics.

Physical Description:

1 online resource (1 volume) : illustrations

Edition:

Second edition.

Other Title:

Data analysis and graphics with R

Place of Publication:

Shelter Island, New York : Manning Publications, [2015]

System Details:

text file

Summary:

R in Action, Second Edition teaches you how to use the R language by presenting examples relevant to scientific, technical, and business developers. Focusing on practical solutions, the book offers a crash course in statistics, including elegant methods for dealing with messy and incomplete data. You'll also master R's extensive graphical capabilities for exploring and presenting data visually. And this expanded second edition includes new chapters on forecasting, data mining, and dynamic report writing.

Contents:

Intro

Copyright

Brief Table of Contents

Table of Contents

Praise for the First Edition

Preface

Acknowledgments

About this Book

About the Cover Illustration

Part 1. Getting started

Chapter 1. Introduction to R

Chapter 2. Creating a dataset

Chapter 3. Getting started with graphs

Chapter 4. Basic data management

Chapter 5. Advanced data management

Part 2. Basic methods

Chapter 6. Basic graphs

Chapter 7. Basic statistics

Part 3. Intermediate methods

Chapter 8. Regression

Chapter 9. Analysis of variance

Chapter 10. Power analysis

Chapter 11. Intermediate graphs

Chapter 12. Resampling statistics and bootstrapping

Part 4. Advanced methods

Chapter 13. Generalized linear models

Chapter 14. Principal components and factor analysis

Chapter 15. Time series

Chapter 16. Cluster analysis

Chapter 17. Classification

Chapter 18. Advanced methods for missing data

Part 5. Expanding your skills

Chapter 19. Advanced graphics with ggplot2

Chapter 20. Advanced programming

Chapter 21. Creating a package

Chapter 22. Creating dynamic reports

Afterword Into the rabbit hole

Appendix A. Graphical user interfaces

Appendix B. Customizing the startup environment

Appendix C. Exporting data from R

Appendix D. Matrix algebra in R

Appendix E. Packages used in this book

Appendix F. Working with large datasets

Appendix G. Updating an R installation

References

Bonus Chapter 23. Advanced graphics with the lattice package

Index

List of Figures

List of Tables

List of Listings.

Notes:

Includes bibliographical references (pages 558-561) and index.

Description based on print version record.

ISBN:

9781638353331

1638353336

9781617291388

1617291382

OCLC:

913971978