Monday, 1 August 2016

linear algebra - Intuition behind Matrix being invertible iff determinant is non-zero

I have been wondering about this question since I was in school. How can one number tell so much about the whole matrix being invertible or not?



I know the proof of this statement now. But I would like to know the intuition behind this result and why this result is actually true.






The proof I have in mind is:



If $A$ is invertible, then




$$ 1 = \det(I) = \det(AA^{-1}) = \det(A)\cdot\det(A^{-1})$$



whence $\det(A) \neq 0$.



Conversely, if $\det(A) \neq 0$, we have



$$ A adj(A) = adj(A)A = \det(A)I$$



whence $A$ is invertible.




$adj(A)$ is the adjugate matrix of $A$.



$$ adj(A)_{ji} = (-1)^{i+j}\det(A_{ij})$$



where $A_{ij}$ is the matrix obtained from $A$ by deleting $ith$ row and $jth$ column.



Any other insightful proofs are also welcome.

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