Explanatory algorithms

There is a trend in recommender systems that I think is extremely interesting: systems are starting to explain themselves. The first place I noticed this was at Amazon in their personal recommendations section, at the bottom of a given suggestion:

In this case, Amazon recommended Moon Palace because I had rated another book by Paul Auster. [...]