There are many different views of an LES that help in understanding and solving the system.
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Concept |
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Systems of linear equations |
On the relationship between linear combinations of vectors and systems of linear equations. |
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Reminder: System of linear
equations
Let \(m,n\in\mathbb{N}\). A
system of linear equations (LES) in the variables \(x_1,x_2,\ldots,x_n\) is of the form \[\begin{aligned}
a_{11}x_1 + a_{12}x_2 + \ldots + a_{1n}x_n & = b_1\\
a_{21}x_1 + a_{22}x_2 + \ldots + a_{2n}x_n & = b_2\\
& \vdots\\
a_{m1}x_1 + a_{m2}x_2 + \ldots + a_{mn}x_n & = b_m ~
\end{aligned}\] with \(a_{ij}\) and \(b_i\) being (usually real) numbers. An
assignment of values for \(x_1,\ldots,x_n\) such that all equations
are satisfied is called a solution of this system of
equations. Such a solution is written as a vector.
LES: Looking at
rows
Equations describe
Solution set is their intersection.
solving LES \(\widehat{=}\) finding
intersection of hyperplanes
LES: Looking at
columns
\[\begin{aligned}
a_{11}x_1 + a_{12}x_2 + \ldots + a_{1n}x_n
& = b_1\\
a_{21}x_1 + a_{22}x_2 + \ldots + a_{2n}x_n
& = b_2\\
& \vdots\\
a_{m1}x_1 + a_{m2}x_2 + \ldots + a_{mn}x_n
& = b_m
\end{aligned}\]
\[\Downarrow \text{rearrange}\]
\[\begin{aligned}
{\begin{pmatrix} a_{11}\\ a_{21} \\ \vdots \\
a_{m1} \end{pmatrix}} x_1
+
{ \begin{pmatrix} a_{12}\\ a_{22} \\ \vdots \\
a_{m2} \end{pmatrix}} x_2
+
\ldots
+
{ \begin{pmatrix} a_{1n}\\ a_{2n} \\ \vdots \\
a_{mn} \end{pmatrix}} x_n
=
{ \begin{pmatrix} b_{1}\\ b_{2} \\ \vdots \\
b_{m} \end{pmatrix}}
\end{aligned}\]
solving LES \(\widehat{=}\) finding
linear combination
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