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The inverse of an invertible finite-dimensional endomorphism is a polynomial in that endomorphism
Statement
If is an invertible endomorphism of a finite-dimensional vector space, then there is a polynomial such that .
Facts & Assumptions
Given: An invertible endomorphism of a finite-dimensional -vector space .
Cayley-Hamilton states that (Cayley-Hamilton: every finite-dimensional endomorphism satisfies its characteristic polynomial, ).
The characteristic polynomial of an endomorphism is that of any representing matrix , and the determinant of an endomorphism is for any such matrix (The basis-independent characteristic polynomial of an endomorphism of a finite-dimensional space, including in dimension zero, The determinant of an endomorphism of a finite-dimensional vector space: its matrix determinant in an ordered basis in positive dimension, and on the zero space). For with , with constant coefficient ( is monic of degree ; for its coefficient is and its constant coefficient is , while ). Hence in positive dimension .
An invertible finite-dimensional endomorphism has nonzero determinant (A finite-dimensional linear operator over a field is invertible if and only if its determinant is nonzero).
Proof
If , the unique endomorphism is at once and the zero endomorphism, so the zero polynomial evaluates to .
Suppose and use the coefficients in [L2]. By [L3], . Cayley-Hamilton gives .
Multiply step 1.2 by and solve for the inverse: .
The right side of step 2.1 is a polynomial in , and step 1.1 handles the zero space.
Depends on
- Cayley-Hamilton: every finite-dimensional endomorphism satisfies its characteristic polynomial, $\chi_T(T)=0$
- $\chi_A(x)$ is monic of degree $n$; for $n\geq1$ its $x^{n-1}$ coefficient is $-\operatorname{tr}(A)$ and its constant coefficient is $(-1)^n\det(A)$, while $\chi_{0\times0}=1$
- A finite-dimensional linear operator over a field is invertible if and only if its determinant is nonzero
- The basis-independent characteristic polynomial $\chi_T$ of an endomorphism of a finite-dimensional space, including $\chi_T=1$ in dimension zero
- The determinant of an endomorphism of a finite-dimensional vector space: its matrix determinant in an ordered basis in positive dimension, and $1$ on the zero space
Used by
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Sources
- J. Demmel, Applied Numerical Linear Algebra, Lecture 14 (standard reference, not scraped)