There are many solutions for accessing GUI applications as another user (in X Windows). Several are described in this excellent post on the Arch Linux Wiki.
However, I needed a different solution as I frequently “su” to different accounts in the terminal to perform different tasks – I normally don’t just start one application and then exit back to the original user.