Therefore , linear neurons are used for simplicity and easier understanding .
However , even though the error surface of multi-layer networks are much more complicated , locally they can be approximated by a paraboloid .
Linear neurons are used for simplicity and easier understanding .
However , even though the error surface of multi-layer networks are much more complicated , locally they can be approximated by a paraboloid .