Description: This research paper presents a method for smoothing mortality rates using multi-dimensional Whittaker-Henderson Graduation. The paper answers the question: For a given level of fit, how are the smoothness parameters to be chosen so that the graduated rates form, in some natural sense, the smoothest discrete surface?