Thank you all! I was thinking it would be possible, but it's nice to get confirmation.
@rhino4evr, I agree that availability is my biggest concern.
@JoeCamel brings up a solution to that though, although I don't necessarily like the idea of booking two rooms, just out of fear I would forget to cancel.