Visualization of Regression Models Using visreg
Indexed incrossref
Abstract
Regression models allow one to isolate the relationship between the outcome and an explanatory variable while the other variables are held constant. Here, we introduce an R package, visreg, for the convenient visualization of this relationship via short, simple function calls. In addition to estimates of this relationship, the package also provides pointwise confidence bands and partial residuals to allow assessment of variability as well as outliers and other deviations from modeling assumptions. The package provides several options for visualizing models with interactions, including lattice plots, contour plots, and both static and interactive perspective plots. The implementation of the package is designed…
Citation impact
1,106
total citations
- FWCI
- 73.52
- Percentile
- 100%
- References
- 55
Citations per year
Authors
2Topics & keywords
Topics
Keywords
- Visualization
- Regression
- Computer science
- Data science
- Geography
- Statistics
- Data mining
- Mathematics
UN Sustainable Development Goals
- Life below water
No related works found for this paper.