In routines such as LAPACK, the 1-norm is the max of `sum(abs(..))` over each column, i.e. max of the sum of the absolute values of columns.
This is the same as the norm in numpy: http://docs.scipy.org/doc/numpy/reference/generated/numpy.linalg.norm.html

I think it would be good if we just follow them :-)