  We introduce a new array of type $D$ Eulerian numbers, different from that
studied by Brenti, Chow and Hyatt. We find in particular the recurrence
relation, Worpitzky formula and the generating function. We also find the
probability distributions whose moments are Eulerian polynomials of type $A$,
$B$ and $D$.
