The linear targeting problem

For given real or complex $m\times n$ data matrices $X$, $Y$, we investigate when there is a matrix $A$ such that $AX=Y$, and $A$ is invertible, Hermitian, positive (semi)definite, unitary, an orthogonal projection, a reflection, complex symmetric, or normal.