Let \(V\) be the space of \(n \times 1\) matrices over \(F\) and let \(W\) be the space of \(m \times 1\) matrices over \(F\). Let \(A\) be a fixed \(m \times n\) matrix over \(F\) and let \(T\) be the linear transformation from \(V\) into \(W\) defined by \(T(X) = AX\). Prove that \(T\) is the zero transformation if and only if \(A\) is the zero matrix.
Solution
If \(A=0\), then clearly \(T(X)=AX=0\) for every \(X\), so \(T\) is the zero transformation.
Conversely, suppose \(T\) is the zero transformation. Let \(e_j\) be the \(j\)th standard basis column of \(F^n\). Then \[ Ae_j=T(e_j)=0 \] for every \(j\). But \(Ae_j\) is exactly the \(j\)th column of \(A\). Hence every column of \(A\) is zero, so \(A=0\).