Our word weighting algorithm performs reasonably well only when the positive and negative regions of the differential curve are populated by existing documents; word scores calculated in the earlier period are not proper.
the articles prior to the last thirty days (about half of whole period) were not used for constructing the nearest-neighbor table, though all articles were processed to obtain trend scores during the last thirty days.