As far as I know the only difference between the two special and normal groups is that the $SL(N,{\mathbb{R}})$ and $SU(N)$ generators must be traceless.
I understand that the dimensionality corresponds to the number of linearly independent matrices in the algebra. So how does the tracelessness of the generating matrices affect their linearity?