L1 Norm

The sum of the magnitudes of the vectors in a space.

For example, the L1 norm(distance) of vectors (0, 0) and (3, 4), also the vector $X=(3,4)$ is

\begin{equation*} ||X||_1 = |3| + |4| = 7 \end{equation*}