As described in detail in
Model Selection Viewed As Search, model selection is best viewed as searching the space of predictor variable subsets. The difference among the techniques provided in the Business Analysis Module involves the choice of a starting subset and the specification of neighboring subsets in the search space.
Two classes,
RWLinRegModelSelector and
RWLogRegModelSelector, provide a high-level interface for choosing the model selection algorithm best suited for the search space.