R for everyone : advanced analytics and graphics /
| Autor principal: | |
|---|---|
| Formato: | Libro |
| Lenguaje: | English |
| Publicado: |
Boston :
Addison-Wesley,
c2017.
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| Edición: | Second edition. |
| Colección: | Addison-Wesley data and analytics series.
|
| Materias: | |
| Classic Catalogue: | View this record in Classic Catalogue |
Tabla de Contenidos:
- 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.