R for everyone : advanced analytics and graphics /
- 2nd ed.
- Boston : Addison-Wesley 2017
- xxiv, 528 pages : Illustrations (some color) ;
- The Addison Wesley data and anlytics series .
Includes indexes.
Getting R -- The R environment -- R packages -- Basics of R -- Advanced data structures -- Reading data into R -- Statistical graphics -- Writing R functions -- Control statements -- Loops, the Un-R way to iterate -- Group manipulation -- Faster group manipulation with dplyr -- Iterating with purrr -- Data reshaping -- Reshaping data in the Tidyverse -- Manipualting strings -- Probability distributions -- Basic statistics -- Linear models -- Generalized linear models -- Model diagnostics -- Regularization and shrinkage -- Nonlinear models -- Time series and autocorrelation -- Clustering -- Model fitting with Caret -- Reproducibility and reports with knitr -- Rich documents with RMarkdown -- Interactive dashboards with shiny -- Building R packages -- Real-life resources.
013454692X 9780134546926
R (Computer program language) Scripting languages (Computer science) Statistics Computer simulation.