Figure 2.1 represents four distinct situations with zero mean and null correlation
between X and Y , i.e., ρ = 0, but with different values of the standard
deviations σX and σY . It is clear that, in all cases, the maximum of the pdf is obtained
for the mean value. As ρ = 0, i.e., the random variables are uncorrelated,