correlation.R

#
# correlation.R, 25 Apr 20
# Data from:
#
# Modified version of...
#
#Title: An example of the correlation of x and y for various distributions of (x,y) pairs
#Tags: Mathematics; Statistics; Correlation
#Author: Denis Boigelot
#Packets needed : mvtnorm (rmvnorm), RSVGTipsDevice (devSVGTips)
#How to use: output()
#
#This is an translated version in R of an Mathematica 6 code by Imagecreator.
#
# Example from:
# Evidence-based Software Engineering: based on the publicly available data
# Derek M. Jones
#
# TAG example_correlation


source("ESEUR_config.r")

library(mvtnorm)
# library(RSVGTipsDevice)


MyPlot <- function(xy, xlim = c(-4, 4), ylim = c(-4, 4), eps = 1e-15) {
title = round(cor(xy[,1], xy[,2]), 1)
if (sd(xy[,2]) < eps)
   title = "" # corr. coeff. is undefined
plot(xy, main = title, xlab = "", ylab = "",
        col = "darkblue", pch = 16, cex = 0.2,
        xaxt = "n", yaxt = "n", bty = "n",
        xlim = xlim, ylim = ylim)
}

MvNormal <- function(n = 1000, cor = 0.8) {
   for (i in cor) {
      sd = matrix(c(1, i, i, 1), ncol = 2)
      x = rmvnorm(n, c(0, 0), sd)
      MyPlot(x)
   }
}

rotation <- function(t, X) return(X %*% matrix(c(cos(t), sin(t), -sin(t), cos(t)), ncol = 2))

RotNormal <- function(n = 1000, t = pi/2) {
   sd = matrix(c(1, 1, 1, 1), ncol = 2)
   x = rmvnorm(n, c(0, 0), sd)
   for (i in t)
      MyPlot(rotation(i, x))
}

Others <- function(n = 1000) {
   x = runif(n, -1, 1)
   y = 4 * (x^2 - 1/2)^2 + runif(n, -1, 1)/3
   MyPlot(cbind(x,y), xlim = c(-1, 1), ylim = c(-1/3, 1+1/3))

   y = runif(n, -1, 1)
   xy = rotation(-pi/8, cbind(x,y))
   lim = sqrt(2+sqrt(2)) / sqrt(2)
   MyPlot(xy, xlim = c(-lim, lim), ylim = c(-lim, lim))

   xy = rotation(-pi/8, xy)
   MyPlot(xy, xlim = c(-sqrt(2), sqrt(2)), ylim = c(-sqrt(2), sqrt(2)))
   
   y = 2*x^2 + runif(n, -1, 1)
   MyPlot(cbind(x,y), xlim = c(-1, 1), ylim = c(-1, 3))

   y = (x^2 + runif(n, 0, 1/2)) * sample(seq(-1, 1, 2), n, replace = TRUE)
   MyPlot(cbind(x,y), xlim = c(-1.5, 1.5), ylim = c(-1.5, 1.5))

   y = cos(x*pi) + rnorm(n, 0, 1/8)
   x = sin(x*pi) + rnorm(n, 0, 1/8)
   MyPlot(cbind(x,y), xlim = c(-1.5, 1.5), ylim = c(-1.5, 1.5))

   xy1 = rmvnorm(n/4, c( 3,  3))
   xy2 = rmvnorm(n/4, c(-3,  3))
   xy3 = rmvnorm(n/4, c(-3, -3))
   xy4 = rmvnorm(n/4, c( 3, -3))
   MyPlot(rbind(xy1, xy2, xy3, xy4), xlim = c(-3-4, 3+4), ylim = c(-3-4, 3+4))
}

output <- function() {
#   devSVGTips(width = 7, height = 3.2) # remove first and last line for no svg exporting
   par(mfrow = c(3, 7), oma = c(0,0,0,0), mar=c(0.7,2,0.7,0))
   MvNormal(800, c(1.0, 0.8, 0.4, 0.0, -0.4, -0.8, -1.0));
   RotNormal(200, c(0, pi/12, pi/6, pi/4, pi/2-pi/6, pi/2-pi/12, pi/2));
   Others(800)
#   dev.off() # remove first and last line for no svg exporting
}

output()