advanced analytics and graphics Lander, Jared P. creator author. text mau Boston Addison-Wesley c2017 2017 Second edition. monographic eng

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xxiv, 528 pages : illustrations (some color) ; 23 cm 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. Jared P. Lander. Includes index. R (Computer program language) Scripting languages (Computer science) Statistics Data processing Statistics Graphic methods Data processing Computer simulation Computer science QA76.73.R3 L36 2017 005.13 013454692X (pbk) 9780134546926 (pbk) 2017934582 Ayesha Abed Library YDXCP 260622 20260622103620.0 45950 eng