How do I set up an affiliate marketing campaign?

J W asked:
I work for a media company that wants me to initiate an affliate network structure. At the moment I work in SEM but I have had no experience of affiliate marketing. I need to know the very basics about where and how to start building this from scratch. And, does anyone know [...]