I understand the difference between the supremum and the greatest element and between the supremum and the maximal elements. But I'm not sure about the difference between the supremum (least upper bound) and the minimal upper bound. They both seem fairly similar to me.
Thanks
EDIT:
To address some of the comments, the reason I think there is a difference is because this site says so http://en.wikipedia.org/wiki/Supremum#Minimal_upper_bounds. My definition of minimal upper bound would have been the exact same as that for least upper bound.
This is a very dumb example, but suppose we augment the real line by adding two additional elements, $\infty$ and $\widetilde{\infty}$. We order this set by declaring $x < \infty$ and $x < \widetilde{\infty}$ for all real numbers $x$. (But we declare no order between these two new elements, so, in particular, the ordering is no longer total).
Note that both $\infty$ and $\widetilde{\infty}$ are upper bounds of $\mathbb{R}$ (the real reals) in this augmented order.
This is the difference between the adjectives minimal and least.
In terms of partially ordered sets, every least object will be a minimal object, but the converse may not hold. The two concepts do coincide in linear (total) orders.