How to change or delete automatic addresses in mail

I was wondering if it is possible to delete email addresses that automatically pop up when you type a letter in the address field of mail. I have several I would like to delete, but don't know how to do it. I thought these addresses came from the address book, but when I delete them there, the address still pops up.
Thanks for your help.

Richard