Why Is Resampling Done?

  1. Estimating the accuracy of sample statistics by using subsets of accessible data or drawing randomly with replacement from a set of data points
  2. Substituting labels on data points when performing significance tests
  3. Validating models by using random subsets (bootstrapping, cross validation.