Neurons can also be added to an existing layer i>1. Initialisation
is similar to the case of a new layer except that the vector
quantisation (or another method) is now applied to the reconstruction
errors
si-1(t)-mi-1s(t) concatenated with
ui-1(t)-mi-1u(t). The procedure of removing
dead neurons and adding some new ones is called ``regeneration''.
New neurons are in greater danger to be pruned away but Section
introduces ways to protect them.