Dependency-based techniques can also be highly effective for ad hoc information retrieval (IR) (Park et al., 2011).
adaboost.M1 was selected in preference to other algorithms because it performed better in preliminary experiments, leverages many weak features to advantage, and usually does not overfit (Schapire et al., 1997).