Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof that the eigenvalues are the roots of the minimal polynomial

Builds on Minimal polynomialEigenvaluePolynomial of an endomorphismFactor theoremDegree of a polynomial

Proof

We prove the two implications separately.

  1. Let mTm_T be the minimal polynomial of TT, and write id⁡=id⁡V\id = \id_V.
  2. First let λ\lambda be an eigenvalue of TT. So there is v∈Vv \in V with v≠0v \ne 0 and T(v)=λvT(v) = \lambda v.
  3. By induction on kk, Tk(v)=λkvT^k(v) = \lambda^k v for all k≥0k \ge 0: the case k=0k = 0 is id⁡(v)=v\id(v) = v, and Tk+1(v)=T(λkv)=λk+1vT^{k+1}(v) = T(\lambda^k v) = \lambda^{k+1} v.
  4. Write mT(x)=∑k=0dckxkm_T(x) = \sum_{k=0}^{d} c_k x^k. By the definition of the value at TT and step 3, mT(T)(v)=∑kckλkv=mT(λ)vm_T(T)(v) = \sum_k c_k \lambda^k v = m_T(\lambda) v.
  5. Since mT(T)=0m_T(T) = 0, step 4 gives mT(λ)v=0m_T(\lambda) v = 0. As v≠0v \ne 0, we get mT(λ)=0m_T(\lambda) = 0.
  6. Conversely, let mT(λ)=0m_T(\lambda) = 0. By the factor theorem, mT=(x−λ)qm_T = (x - \lambda) q for some q∈F[x]q \in F[x].
  7. The polynomial qq is monic, and its degree is deg⁡mT−1\deg m_T - 1. By the minimality of deg⁡mT\deg m_T, q(T)≠0q(T) \ne 0.
  8. So there is w∈Vw \in V with u=q(T)(w)≠0u = q(T)(w) \ne 0.
  9. Evaluation at TT respects products, so (T−λid⁡)(u)=((x−λ)q)(T)(w)=mT(T)(w)=0(T - \lambda \id)(u) = \big((x - \lambda) q\big)(T)(w) = m_T(T)(w) = 0.
  10. Hence T(u)=λuT(u) = \lambda u with u≠0u \ne 0, and λ\lambda is an eigenvalue of TT.
  11. Steps 5 and 10 show that λ\lambda is an eigenvalue of TT if and only if mT(λ)=0m_T(\lambda) = 0.

Idea

On an eigenvector, a polynomial in TT acts as the same polynomial evaluated at λ\lambda, so mT(T)=0m_T(T) = 0 forces mT(λ)=0m_T(\lambda) = 0. Conversely, if x−λx - \lambda is a factor of mTm_T, the other factor qq does not kill TT. Any nonzero vector in the image of q(T)q(T) is then an eigenvector for λ\lambda.

Reading path

To understand this page from the ground up, read these 25 pages in order. The foundations come first. The path takes the proofs Proof of the remainder theorem, Proof of the factor theorem.

Show the path as a graph
Group, concept, no evidence levelGroupconceptVector space, definition, no evidence levelVector spacedefinitionRing, definition, no evidence levelRingdefinitionLinear map, definition, no evidence levelLinear mapdefinitionCommutative ring, definition, no evidence levelCommutative ringdefinitionPolynomial ring, definition, no evidence levelPolynomial ringdefinitionRing homomorphism, definition, no evidence levelRing homomorphismdefinitionEndomorphism, definition, no evidence levelEndomorphismdefinitionDivisibility in a commutative ring, definition, no evidence levelDivisibility in a com…definitionDegree of a polynomial, definition, no evidence levelDegree of a polynomialdefinitionPolynomial evaluation, definition, no evidence levelPolynomial evaluationdefinitionEigenvalue, definition, no evidence levelEigenvaluedefinitionPolynomial of an endomorphism, definition, no evidence levelPolynomial of an endo…definitionLeading coefficient, definition, no evidence levelLeading coefficientdefinitionEvaluation homomorphism, definition, no evidence levelEvaluation homomorphi…definitionRoot of a polynomial, definition, no evidence levelRoot of a polynomialdefinitionAnnihilating polynomial, definition, no evidence levelAnnihilating polynomi…definitionMonic polynomial, definition, no evidence levelMonic polynomialdefinitionProof of the remainder theorem, proof, no evidence levelProof of the remainde…proofMinimal polynomial, definition, no evidence levelMinimal polynomialdefinitionDivision algorithm for polynomials, statement, no evidence levelDivision algorithm fo…statementRemainder theorem, statement, no evidence levelRemainder theoremstatementProof of the factor theorem, proof, no evidence levelProof of the factor t…proofFactor theorem, statement, no evidence levelFactor theoremstatementProof that the eigenvalues are the roots of the minimal polynomial, proof, no evidence levelProof that the eigenv…proof
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Group concept
  2. Vector space definition
  3. Ring definition
  4. Linear map definition
  5. Commutative ring definition
  6. Polynomial ring definition
  7. Ring homomorphism definition
  8. Endomorphism definition
  9. Divisibility in a commutative ring definition
  10. Degree of a polynomial definition
  11. Polynomial evaluation definition
  12. Eigenvalue definition
  13. Polynomial of an endomorphism definition
  14. Leading coefficient definition
  15. Evaluation homomorphism definition
  16. Root of a polynomial definition
  17. Annihilating polynomial definition
  18. Monic polynomial definition
  19. Proof of the remainder theorem proof
  20. Minimal polynomial definition
  21. Division algorithm for polynomials statement
  22. Remainder theorem statement
  23. Proof of the factor theorem proof
  24. Factor theorem statement
  25. Proof that the eigenvalues are the roots of the minimal polynomial proof

Where this leads

6 pages build on this one.

Further reading

  1. Web https://kconrad.math.uconn.edu/blurbs/linmultialg/minpolyandappns.pdf, Theorem 4.7
About this page
TagRJYK29EFS2
URIm2://RJYK29EFS2
Kindproof
WritingW0 stub
MSC15A18
ProvesEigenvalues are the roots of the minimal polynomial
UsesMinimal polynomial, Eigenvalue, Polynomial of an endomorphism, Factor theorem, Degree of a polynomial
Changed4 November 2026

Markdown · JSON · Edit on GitHub

What this page needs for W1

  • an inventory row: the row of the inventory that the node accounts for (0 of 1)

The writing levels say how complete the text of a page is. They do not measure its truth.

What links here

No page links to this page yet.