using the Kronecker product and vec operators to write the following least squares problem in standard matrix form
Okay, the answer is to use the Khatri-Rao product "$*$" which computes the column-wise Kronecker products of the columns of two matrices. So $A = \mathbf{V} * \mathbf{U}$.