Let $A$ be a positive definite, symetrical matrix.
Is it true, that $A\cdot x \leq b$ $\Leftrightarrow$ $x \leq A^{-1}\cdot b$.
It is clear, that if $A$ is positive definite, than $A$ must be invertible as all the eigenvalues are positive in that case.