5.11 The Bootstrap

• The bootstrap can be used in a wide variety of modeling frameworks to estimate the uncertainty associated with a given estimator.

• For example, the bootstrap is useful to estimate the standard errors of the coefficients for a linear regression.

• The bootstrap involves repeated sampling with replacement from the original data set to form a distribution of the statistic in question.