Here are some of the books and Research Publications on Recommendation Systems

Free & downloadable (Good introduction on Collaborative Filtering Recommendation)
http://elehack.net/research/pubs/cf-survey/cf-survey.pdf

Other books are -

 1. Recommender Systems - Introduction
 
 2. Recommender Systems - Handbook