Fascinating read, can't wait to look into it more closely. So far this approach seems somewhat similar to CHIRP [1] in that both concepts use bins or grids to find the most effective pairwise feature combinations.

[1] http://users.cis.fiu.edu/~lzhen001/activities/KDD2011Program...