I believe that space is infinite and not expanding. When we talk about the universe, that is, planets, stars, galaxies, etc, however, I believe that is expanding.
Galaxies are moving farther and farther apart, thus "expanding" the universe. What is the universe expanding into? The infinite empty space.
I don't see how it could make sense otherwise.
-Warik