Computing the PDF of Linear Function of Uniformly-Distributed Data

We derive two methods to compute the distribution $p({\bf z})$ when ${\bf x}$ is a set of independent uniformly-distributed RV in $[0 ,\; 1]$, and ${\bf z}={\bf A}^\prime {\bf x}$.