How do you get to the Shivering Isles in Oblivion GOTY Edition

After fast traveling to the Imperial City, another quest log entry popped up. Apparently a strange door has opened in the Niben Bay. Guess that's it, although I don't know why I didn't get that message right away.


EDIT:
Syaoran55 - Nope Sorry this still did not help...