# The Generalized Pairs Plot

@article{Emerson2013TheGP, title={The Generalized Pairs Plot}, author={John W. Emerson and Walton A. Green and Barret Schloerke and Jason Crowley and Dianne Cook and Heike Hofmann and Hadley Wickham}, journal={Journal of Computational and Graphical Statistics}, year={2013}, volume={22}, pages={79 - 91} }

This article develops a generalization of the scatterplot matrix based on the recognition that most datasets include both categorical and quantitative information. Traditional grids of scatterplots often obscure important features of the data when one or more variables are categorical but coded as numerical. The generalized pairs plot offers a range of displays of paired combinations of categorical and quantitative variables. A mosaic plot, fluctuation diagram, or faceted bar chart may be used…

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## References

SHOWING 1-10 OF 69 REFERENCES

ggplot2 - Elegant Graphics for Data Analysis

- Computer ScienceUse R
- 2009

This book describes ggplot2, a new data visualization package for R that uses the insights from Leland Wilkisons Grammar of Graphics to create a powerful and flexible system for creating data…

Interactive graphics for Data Analysis - Principles and Examples

- Computer ScienceComputer science and data analysis series
- 2009

This full-color text shows that interactive graphical methods complement the traditional statistical toolbox to achieve more complete, easier to understand, and easier to interpret analyses.

Corrgrams: Exploratory Displays for Correlation Matrices

- Computer Science
- 2002

A set of techniques for rendering the value of a correlation to depict its sign and magnitude, and re-ordering the variables in a correlation matrix so that “similar” variables are positioned adjacently, facilitating perception are described.

Mosaic Displays for Multi-Way Contingency Tables

- Mathematics, Computer Science
- 1994

Extensions of the mosaic display to highlight patterns of deviations from various models for categorical data are discussed, and the use of color and shading to represent sign and magnitude of standardized residuals from a specified model is introduced.

Printer graphics for clustering

- Computer Science, Mathematics
- 1975

Methods of estimating multivariate densities may be converted to clusters techniques, and clustering techniques may be helpful in estimating multivari densities.

The Visual Design and Control of Trellis Display

- Computer Science
- 1996

Trellis display provides a powerful mechanism for understanding interactions in studies of how a response depends on explanatory variables, and makes important discoveries not appreciated in the original analyses.

The Grammar of Graphics

- BusinessTechnometrics
- 2007

The book describes clearly and intuitively the differences between exploratory and confirmatory factor analysis, and discusses how to construct, validate, and assess the goodness of fit of a measurement model in SEM by confirmatory factors analysis.

Lattice: Multivariate Data Visualization with R

- Art
- 2008

This book describes Lattice, a powerful and elegant high level data visualization system that is sufficient for most everyday graphics needs, yet flexible enough to be easily extended to handle demands of cutting edge research.

Graphical Analysis of Multiresponse Data, Illustrated With a Plant Breeding Trial, Interdisciplinary Statistics

- ArtTechnometrics
- 2001

This book should be quite useful to practitioners, especially if viewed as a collection of handy tools for experiment design, which has successfully gathered together many useful tools for all phases of the experimental process.

Interactive Data Visualization using Mondrian

- Computer Science
- 2002

This paper presents the Mondrian data visualization software, which offers advanced plots for high dimensional categorical (mosaic plots) and continuous data (parallel coordinates) with a special focus on the seamless integration of categorical data.