hist: add set_sum_w2 and get_sum_w2 methods
hist: implement merge_bins method to merge arbitrary sets of bin windows
unit tests for merge_bins, overflow, and underflow
add bin merging example
Merge pull request #405 from ndawe/master

epic bin merging algorithm