advanced analytics and graphics Lander, Jared P. creator text Boston Addison-Wesley 2017 2nd ed. monographic xxiv, 528 pages : Illustrations (some color) ; 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. Includes indexes. R (Computer program language) Scripting languages (Computer science) Statistics Computer simulation QA 76.73 LAN 013454692X 9780134546926