Suppose nn is a positive integer and Ai,jFA_{i,j} \in \mathbf F for i,j=1,,ni,j = 1,\dots,n. Prove that the following are equivalent (note that in both parts below, the number of equations equals the number of variables):

  1. The trivial solution x1==xn=0x_1 = \dots = x_n = 0 is the only solution to the homogeneous system of equations
k=1nA1,kxk=0k=1nAn,kxk=0\begin{aligned} \sum_{k=1}^n A_{1,k}x_k &= 0 \\ &\vdots \\ \sum_{k=1}^n A_{n,k}x_k &= 0 \\ \end{aligned}
  1. For every c1,,cnFc_1,\dots,c_n \in \mathbf F, there exists a solution to the system of equations
k=1nA1,kxk=0k=1nAn,kxk=0\begin{aligned} \sum_{k=1}^n A_{1,k}x_k &= 0 \\ &\vdots \\ \sum_{k=1}^n A_{n,k}x_k &= 0 \\ \end{aligned}

Let TL(Fn)T \in \mathcal L(\mathbf F^n) be the linear operator corresponding to the matrix AA. 3.69 tells the following are equvalent

  1. Tx=0Tx = 0 iff x=0x = 0 (TT is injective)
  2. for every bFnb \in \mathbf F^n there exists an xFnx \in \mathbf F^n with Tx=bTx = b (TT is surjective)

todo: cite theorems to make more rigorous (it's obvious to me so I'm not motivated to be rigorous)