How do I remove an address from the previous recipients listing?

When I am entering an email address using iPhoto sharing, there is an address that I need to remove from the list. I have checked Mac Mail and removed all of the entries in the Precious Recipients file and found and removed the offending address from my Address Book but it still pops up in iPhoto. How can I clear entries from this listing?