visualize_pair_correlation function

Pairwise correlation plot between two centrality measures

This function computes and plots correlation between pair of centrality measures and histogram plots.

visualize_pair_correlation(x, y, scale = TRUE)

Arguments

• x: a vector containing a centrality measure
• y: a vector containing another centrality measure
• scale: Whether the centrality values should be scaled or not

Returns

The function computes and plots the correlation between two centrality measures. The function takes two vectors, x and y, representing the centrality measures to be correlated. If the scale parameter is set to TRUE, the centrality values will be scaled before computing the correlation. The function creates a correlation plot, which includes a scatterplot of the centrality values and histograms of each measure. The correlation coefficient between the two measures is displayed on the plot. The function returns the correlation plot.

Details

This function illustrates the correlation value between two centrality measures and their corresponding scatterplot and histograms.

References

Emerson, J. W., Green, W. A., Schloerke, B., Crowley, J., Cook, D., Hofmann, H., & Wickham, H. (2013). The Generalized Pairs Plot. Journal of Computational and Graphical Statistics, 22(1), 79–91.

See Also

ggpairs

Author(s)

Minoo Ashtiani, Mehdi Mirzaie, Mohieddin Jafari