Presents the relevant results related to the Generalized Lambda Distribution, the Generalized Bootstrap, and Monte Carlo simulation. This work provides the tables, algorithms, and computer programs needed for fitting continuous probability distributions to data in a variety of circumstances - covering bivariate as well as univariate distributions.