R for everyone : advanced analytics and graphics /
Lander, Jared P
R for everyone : advanced analytics and graphics / Jared P. Lander - Second edition - xxiv, 528 pages : illustrations ; 23 cm - The Addison Wesley data and anlytics series . - Addison-Wesley data and analytics series .
Includes indexex
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--Data processing
Statistics--Graphic methods--Data processing
Computer simulation
R for everyone : advanced analytics and graphics / Jared P. Lander - Second edition - xxiv, 528 pages : illustrations ; 23 cm - The Addison Wesley data and anlytics series . - Addison-Wesley data and analytics series .
Includes indexex
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--Data processing
Statistics--Graphic methods--Data processing
Computer simulation