Lander, Jared P.
R for everyone : advanced analytics and graphics / Jared P. Lander. - 2nd edition. - Boston : Addison-Wesley, [2017] ©2017 - xxiv, 528 pages : illustrations (some color) ; 23 cm. - The Addison Wesley data and anlytics series . - Addison-Wesley data and analytics 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 (pbk.) 9780134546926 (pbk.)
2017934582
R (Computer program language)
Scripting languages (Computer science)
Statistics--Data processing.
Statistics--Graphic methods--Data processing.
Computer simulation.
QA76.73.R3 / L36 2017
005.13
R for everyone : advanced analytics and graphics / Jared P. Lander. - 2nd edition. - Boston : Addison-Wesley, [2017] ©2017 - xxiv, 528 pages : illustrations (some color) ; 23 cm. - The Addison Wesley data and anlytics series . - Addison-Wesley data and analytics 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 (pbk.) 9780134546926 (pbk.)
2017934582
R (Computer program language)
Scripting languages (Computer science)
Statistics--Data processing.
Statistics--Graphic methods--Data processing.
Computer simulation.
QA76.73.R3 / L36 2017
005.13