TY - BOOK AU - Lander,Jared P TI - R for everyone : advanced analytics and graphics T2 - The Addison Wesley data and anlytics series SN - 9789386873521 AV - QA76.73.R3 L36 2017 U1 - 005.13 23 PY - 2018/// CY - Noida PB - Pearson KW - R (Computer program language) KW - Scripting languages (Computer science) KW - Statistics KW - Data processing KW - Graphic methods KW - Computer simulation KW - fast N1 - 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 ER -