February, 2003
© 2000, 2001, 2003 Scott S. Emerson, M.D., Ph.D.
Hierarchy of Statistical Goals: 9
(Semi)Parametric vs Nonparametric Models
In addition to the summary measure, we must also choose a model for the distribution of the data
Parametric models assume a known shape for the distribution of the data
Semiparametric models assume that the shape is similar in some way across groups, but do not otherwise make any assumptions about the exact shape of the distribution
Nonparametric models make no assumption about how the shape of the distribution might be similar (or different) across groups