For the Ghostbusters: A Ghostbusters suit is easy to come by in any costume store, but adding extra touches like the right hair, accessories, and personalities will make your costumes that much better.
For the Slimer: A large green dress (or t-shirt and pants), as well as metallic green face paint. Make sure your tongue is hanging out all night.