What are some good books, web resources, and projects for learning R? [closed]

StackOverflow https://stackoverflow.com/questions/420296

  •  05-07-2019
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Question

I have a book called Statistics for Computer Scientists as well as my engineering statistics textbook, so I'm thinking about using various problems and examples in those to learn R, which is probably a good start. But can anyone recommend books and web sites that have information about R, especially if they are designed for people with some knowledge in statistics? Are there any medium to large projects or real-world situations where I, as a college student studying software engineering, might be able to use R to get a feel for it?

See Also

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Solution

This is essentially a dump of my bookmarks, and what I have on my desk.

Getting started:

  1. A tutorial video on R
  2. John Cook's introduction to R for programmers
  3. R reference card
  4. Interactive tutorial: Introduction to R

Advanced:

  1. The R-Gallery
  2. The R Wiki
  3. Quick-R on advanced statistics

Books:

  1. The R Book (Covers the basics, classical statisitical tests, basic statistical modeling (ANOVA, ANCOVA, GLM, non-linear models, etc.), advanced statistical modeling (tree models, time-series analysis, spatial statistics, survival analysis, simulation), and twiddling with the graphics output.
  2. R Graphics (How to make R graphics look sharp)

OTHER TIPS

My favorite R book is R Programming for Bioinformatics, by Robert Gentlemen. It doesn't try to teach you statistics at the same time as you learn the language, but rather presents the language from a programmer's viewpoint. I thought the book gave much better background than any of the online resources did. This is from the perspective of a biologist/programmer who didn't know much statistics when first learning R.

I found the The R Inferno by Patrick Burns very helpful to get to know R

From The R Inferno:

Abstract: If you are using R and you think you’re in hell, this is a map for you.

http://lib.stat.cmu.edu/S/Spoetry/Tutor/R_inferno.pdf

Here is a real basic book on R from Princeton University and free

https://sites.google.com/site/undergraduateguidetor/

Here is a blog post Brendan O'Connor just wrote today that has some tips for learning R. Love it and hate it, R has come of age

Also, I second Jason's recommendation of "The R Book." It's expensive, but it's cheaper than buying several other books and being disappointed in them all.

Years ago I used R in an undergrad statistics course which used Modern Applied Statistics with S-PLUS as its text (that edition is now out of print, but this book seems equivalent).

R is compatible enough with S in general that you can use a lot of the S resources out there.

The Comprehensive R Archive Network seems promising. Here's an R book list that is two links away. Maybe some S-plus information also generalizes to R as well.

check out the resources mentioned in this older thread

I just discovered the Rosetta Code site which posts problems and solutions using many different languages in parallel. It includes R examples.

I found this tutorial graphically well presented, accessable and quick:

http://www.statmethods.net/index.html

Andrew Gelman at Columbia has written this excellent book which contains many examples and downloadable data files for further learning based on the concepts presented in the book. link text

the #R channel at irc.freenode.net is a good place for questions. rseek.org is also very convenient because google otherwise mixes R up with other connotations

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