This chapter describes the four pruning functions which are available in SNNS. The first section of this chapter introduces the common ideas of pruning functions, the second takes a closer look at the theory of the implemented algorithms and the last part gives guidance for the use of the methods. Detailed description can be found in [Bie94] (for ``non-contributing units'') and [Sch94] (for the rest).