Saturday, August 31, 2019

linear algebra - Matrix as a product of elementary matrices?


enter image description here





So



$$A = \begin{bmatrix} 1 & 2 \\ 3 & 1 \end{bmatrix}$$



and the matrix can be reduced in these steps:



$$\begin{bmatrix} 1 & 2 \\ 0 & -5 \end{bmatrix}$$



via an elementary matrix that looks like this:




$$ E_1 = \begin{bmatrix} 1 & 0 \\ -3 & 1 \end{bmatrix}$$



next:



$$\left [ \begin{matrix} 1 & 0 \\ 0 & -5 \end{matrix} \right ] $$



via an elementary matrix that looks like this:



$$ E_2 = \left [ \begin{matrix} 1 & \frac{2}{5} \\ 0 & 1 \end{matrix} \right ] $$




next:



$$\left [ \begin{matrix} 1 & 0 \\ 0 & 1 \end{matrix} \right ] $$



via an elementary matrix that looks like this:



$$ E_1 = \left [ \begin{matrix} 1 & 0 \\ 0 & \frac{-1}{5} \end{matrix} \right ] $$



So...




$$E_1^{-1} = \left [ \begin{matrix} 1 & 0 \\ 3 & 1 \end{matrix} \right ] $$
$$E_2^{-1} = \left [ \begin{matrix} 1 & \frac{-2}{5} \\ 0 & 1 \end{matrix} \right ] $$
$$E_3^{-1} = \left [ \begin{matrix} 1 & 0 \\ 0 & -5 \end{matrix} \right ] $$



And if I multiply them together I get:



$$E_1^{-1} * E_2^{-2} = \left [ \begin{matrix} 1 & \frac{-2}{5} \\ 3 & \frac{-1}{5} \end{matrix} \right ] = C$$



and




$$C * E_3^{-1} = \left [ \begin{matrix} 1 & 2 \\ 3 & 1 \end{matrix} \right ] $$



So this works out. Is this right?



Also question, the underlying premise of all of this is that $A$ is invertible right? And if $A$ is invertible, that means that a series of row operations can change it to the identity matrix. Why is this? This doesn't make intuitive sense to me.



Also, why does the product of elementary matrices equal $A$? What is the underlying theorem?

No comments:

Post a Comment

analysis - Injection, making bijection

I have injection $f \colon A \rightarrow B$ and I want to get bijection. Can I just resting codomain to $f(A)$? I know that every function i...