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R for everyone: advanced analytics and graphics/
| Main Author: | |
|---|---|
| Format: | Printed Book |
| Published: |
Noida:
Pearson,
2018.
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| Edition: | 2nd ed.; |
| Series: | The Addison Wesley data and anlytics series
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| Subjects: |
Table of Contents:
- 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.