There is yet another idea based on string theory. It proposes that the universe has more than 4 dimensions, but the additional ones are "rolled up" to quantum size. It would be possible that different sets of four out of ten dimensions exist, with different ones rolled up. These universes would be "perpendicular" to ours and thus unobservable.