Hi jstout80,
Welcome. Larwee gave you some great tips. While this isn't a book exactly, if you want to get more of an overview about affiliate marketing wikipedia.org has some info.
Affiliate marketing - Wikipedia
That will give you more an overview and then the threads Larwee pointed out
will give you ideas on how to get started.