What is headroom as it relates to photographic composition?

With photographic composition I often hear people talk about 'leaving enough headroom' for portrait photographs.

1. What is headroom?


2. How can I properly apply it to my photographs?


3. What are the psychological and art history underpinnings of this 'rule?'