R for Data Science

Book Image

R for Data Science

By : Dan Toomey

Book Image

R for Data Science

By: Dan Toomey

Overview of this book

R for Data Science

R for Data Science

Credits

About the Author

About the Author

About the Reviewers

About the Reviewers

www.PacktPub.com

www.PacktPub.com

Preface

Free Chapter

Data Mining Patterns

Data Mining Patterns

Cluster analysis

Anomaly detection

Association rules

Data Mining Sequences

Data Mining Sequences

Text Mining

Data Analysis – Regression Analysis

Data Analysis – Regression Analysis

Data Analysis – Correlation

Data Analysis – Correlation

Data Analysis – Clustering

Data Analysis – Clustering

K-means clustering

Data Visualization – R Graphics

Data Visualization – R Graphics

Data Visualization – Plotting

Data Visualization – Plotting

Bar charts and plots

Data Visualization – 3D

Data Visualization – 3D

Generating 3D graphics

Machine Learning in Action

Machine Learning in Action

Predicting Events with Machine Learning

Predicting Events with Machine Learning

Automatic forecasting packages

Supervised and Unsupervised Learning

Supervised and Unsupervised Learning

Index

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Packages

In R, there are several packages available that provide 3D plotting for the programmer. We will use the following packages in the examples:

car: This stands for Companion to Applied Regression
copula: This has multivariate dependence with copulas
lattice: This has a high-level data visualization system, especially for multivariate data
rgl: This provides 3D visualization using OpenGL
vrmlgen: This provides 3D visualization
Rcpp: This gives C++ integration with R
swirl: This provides R training in R