I've got recommendation systems on the brain today. Here are links to the sources I've been finding most helpful.
- If you insist, here's chapter 9 from Mining Massive Datasets
- Actually, Jeff Ullman has some pretty awesome stuff up in general.
- A good lit review on collaborative filtering algorithms