Disable Compilations

EDIT: I found the solution:

Right click on the album and click Album Info, then uncheck "Album is a compilation of songs by various artists"

Original question:

Is it possible to stop albums purchased from the iTunes Store from showing under "Compilations" instead of just being regular albums?

I find it confusing when my albums aren't where I think they will be.