Problem-15
fundamental matrix subspaces
Question
Does there exist a matrix whose row space contains \((1, 2, 1)\) and whose nullspace contains \((1, -2, 1)\)?
Solution
This is not possible as the row space is orthogonal to the nullspace. A proof this statement is given below. By convention all vectors are column vectors, hence row vectors are represented as \(r_i^{T}\).
Let \(A=\begin{bmatrix}— & r_{1}^{T} & — \\ & \vdots & \\— & r_{n}^{T} & —\end{bmatrix}\).
Let \(x\in \mathcal{N}( A) \Longrightarrow Ax=0\)
Do this component wise. \(r{_{i}}^{T} x=0\) for \(1\leqslant i\leqslant n\) implying that \(x\) is perpendicular to every row.
Therefore \(x\) is perpendicular to the row space of \(A\).
It follows the row space is orthogonal to the nullspace of \(A\).