Solution to Simultaneous Linear Equations
From ProofWiki
Theorem
Let $\displaystyle \forall i \in \left[{1 \, . \, . \, m}\right]: \sum _{j=1}^n {\alpha_{i j} x_j} = \beta_i$ be a system of simultaneous linear equations.
where all of $\alpha_1, \ldots, a_n, x_1, \ldots x_n, \beta_i, \ldots, \beta_m$ are elements of a field $K$.
Then $x = \left({x_1, x_2, \ldots, x_n}\right)$ is a solution of this system iff:
- $\left[{\alpha}\right]_{m n} \left[{x}\right]_{n 1} = \left[{\beta}\right]_{m 1}$
where $\left[{a}\right]_{m n}$ is an $m \times n$ matrix.
Proof
We can see the truth of this by writing them out in full.
- $\displaystyle \sum_{j=1}^n {\alpha_{i j} x_j} = \beta_i$
can be written as:
| \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \alpha_{11} x_1 + \alpha_{12} x_2 + \ldots + \alpha_{1n} x_n\) | \(=\) | \(\displaystyle \beta_1\) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | |||
| \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \alpha_{21} x_1 + \alpha_{22} x_2 + \ldots + \alpha_{2n} x_n\) | \(=\) | \(\displaystyle \beta_2\) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | |||
| \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | \(\vdots\) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | |||
| \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \alpha_{m1} x_1 + \alpha_{m2} x_2 + \ldots + \alpha_{mn} x_n\) | \(=\) | \(\displaystyle \beta_m\) | \(\displaystyle \) | \(\displaystyle \) | \(\displaystyle \) |
while $\left[{\alpha}\right]_{m n} \left[{x}\right]_{n 1} = \left[{\beta}\right]_{m 1}$ can be written as:
- $\begin{bmatrix} \alpha_{11} & \alpha_{12} & \cdots & \alpha_{1n} \\ \alpha_{21} & \alpha_{22} & \cdots & \alpha_{2n} \\ \vdots & \vdots & \ddots & \vdots \\ \alpha_{m1} & \alpha_{m2} & \cdots & \alpha_{mn} \end{bmatrix} \begin{bmatrix} x_1 \\ x_2 \\ \vdots \\ x_n \end{bmatrix} = \begin{bmatrix} \beta_1 \\ \beta_2 \\ \vdots \\ \beta_m \end{bmatrix}$
So the question:
- Find a solution to the following system of $m$ simultaneous equations in $n$ variables
is equivalent to:
- Given the following element $\mathbf A \in \mathcal M_K \left({m, n}\right)$ and $\mathbf b \in \mathcal M_K \left({m, 1}\right)$, find the set of all $\mathbf x \in \mathcal M_K \left({n, 1}\right)$ such that $\mathbf A \mathbf x = \mathbf b$
where $\mathcal M_K \left({m, n}\right)$ is the $m \times n$ matrix space over $S$.
$\blacksquare$
Sources
- Seth Warner: Modern Algebra (1965): $\S 30$