Ipad email address book delete unwanted users

I have a number of contacts in my iPad email who have old addresses still showing up in the selection list when I try to address an email. I have deleted these entries from the iPad contact list but still am unable to keep them from showing up when I create an email. this is a problem since it is very easy to select the incorrect contact choice when sending an email and having the email never being delivered.