You should be able to just redownload them. Click on the iTunes store on the left, then go to the right and click on Purchased. You should now get Music, Apps and Books buttons at the top of the screen, redownload them and resync to iPad.
I'm surprised one of the Apple Fanbois or even the FAG haven't chipped in yet.