A simple synthetic example of a joint distribution on the couple (Θ, Y). Top: contour levels of the PDF of the joint distribution with lognormal marginals and a clear correlation. Three observed values are indicated with horizontal lines. Bottom: comparison of the distribution on Θ before any observation (prior, in dashed black) and for the three y values (conditional distributions, in colors).