I got from M. Burhan, one of our GraphChi users from Germany, the following link to an online book called: A Programmer's Guide to Data Mining.
There are two relevant chapters that may help beginners understand the basic concepts.
The first one of them is Chapter 2: Collaborative Filtering and Chapter 3: Implicit Ratings and Item Based Filtering.
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