R for everyone : advanced analytics and graphics / Jared P. Lander.
Material type:
TextSeries: Addison-Wesley data and analytics seriesPublication details: Boston : Addison-Wesley, c2017.Edition: Second editionDescription: xxiv, 528 pages : illustrations (some color) ; 23 cmISBN: - 013454692X (pbk)
- 9780134546926 (pbk)
- 005.13 23
- QA76.73.R3 L36 2017
| Item type | Current library | Home library | Call number | Copy number | Status | Date due | Barcode | Item holds |
|---|---|---|---|---|---|---|---|---|
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Ayesha Abed Library New Arrivals | Ayesha Abed Library New Arrivals | 005.13 LAN (Browse shelf(Opens below)) | 1 | Available | 3010045950 |
Includes index.
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.
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