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Feature Binning. To bin a set of terms, we first partition the continuous probability interval [0,1] into equal-spaced sub-intervals, each of width w. Two terms 
and 
are grouped into one bin if and only if the probability 
falls into the same probability sub-interval as 
, and 
falls into the same probability sub-interval as 
.
