Linear and multilinear algebra; matrix theory Proof
Proof of the existence of an eigenvalue over an algebraically closed field
Builds on Characteristic polynomial of a linear mapTrace is a coefficient of the characteristic polynomialAlgebraically closed fieldDegree of a polynomialRoot of a polynomialEigenvalues are the roots of the characteristic polynomialEigenvalue
Proof
We find a root of the characteristic polynomial.
- Let . Since , . Fix a basis of and let .
- By the definition of the characteristic polynomial of , .
- By the rule for the trace as a coefficient, . So has leading coefficient and degree .
- The field is algebraically closed, so has a root . That is, .
- By the theorem that eigenvalues are the roots of the characteristic polynomial, is an eigenvalue of .
Idea
The characteristic polynomial of has degree , which is at least . Over an algebraically closed field such a polynomial has a root, and each root is an eigenvalue.
Reading path
To understand this page from the ground up, read these 233 pages in order. The foundations come first. The path takes the proofs Proof of the Steinitz exchange lemma by induction, Proof of the associativity of matrix multiplication, Proof that a subspace of full dimension is the whole space, Proof of the decomposition of a permutation into transpositions, Proof that the symmetric group is generated by transpositions, Proof of the Laplace expansion along a column by transposition, Proof of the commutativity of addition by induction, Proof that equivalence classes form a partition, Proof of the distributivity of matrix multiplication, Proof that the matrix of a composition is the product of the matrices, Proof that the determinant is multiplicative by expanding the rows, Proof that permuting rows multiplies the determinant by the sign, Proof that disjoint cycles commute, Proof that a matrix is invertible iff its determinant is a unit, Proof that a function is bijective iff it has a two-sided inverse, Proof that a matrix with two equal rows has determinant zero, Proof of the Laplace expansion along a row by the Leibniz formula, Proof that the coordinate map is a linear isomorphism, Proof of strong induction from ordinary induction, Proof that the determinant of a transpose equals the determinant, Proof of the laws of exponents in a group, Proof of the inverse in terms of the adjugate, Proof that the trace is a coefficient of the characteristic polynomial by the Leibniz formula, Proof that an injective endomorphism of a finite-dimensional space is surjective, Proof that an intersection of subgroups is a subgroup, Proof that the sign is a homomorphism, Proof of the determinant of the inverse, Proof that the determinant of the identity matrix is one, Proof that a linear map is injective iff its kernel is trivial, Proof that every linearly independent set extends to a basis, by Zorn's lemma, Proof of Zorn's lemma, Proof of the decomposition of a permutation into disjoint cycles, Proof of the product of a matrix and its adjugate by Laplace expansion, Proof of the well-ordering principle from strong induction, Proof that n independent or n spanning vectors in an n-dimensional space form a basis, Proof of the division algorithm, Proof of the sign of a cycle, Proof of the Leibniz formula from the defining properties of the determinant, Proof of the uniqueness of inverses, Proof that a subspace of a finite-dimensional space has smaller or equal dimension, Proof that the determinant is multilinear in the rows, Proof that the eigenvalues are the roots of the characteristic polynomial, Proof of the rank–nullity theorem by extending a basis of the kernel, Proof of the subgroup criterion, Proof that similar matrices have the same characteristic polynomial.
- Basis concept
- Binary operation definition
- Composition of linear maps concept
- Coordinate space object
- Coordinate vector concept
- Cycle notation concept
- Definition by recursion concept
- Dimension concept
- Divisibility definition
- Element definition
- Group concept
- Identity matrix object
- Image of a linear map concept
- Kernel of a linear map concept
- Linear independence concept
- Linear isomorphism concept
- Linear map concept
- Linear subspace concept
- Mathematical induction concept
- Matrix definition
- Matrix multiplication concept
- Matrix of a linear map concept
- Multilinear map concept
- Natural numbers object
- Nullity concept
- Peano axioms concept
- Permutation concept
- Permutation definition
- Proof of Zorn's lemma proof
- Proposition concept
- Rank of a linear map concept
- Spanning set concept
- Transposition concept
- Vector space definition
- Identity element definition
- Set definition
- Group homomorphism definition
- Ring definition
- Subgroup definition
- Symmetric group definition
- Proof that the matrix of a composition is the product of the matrices proof
- Proof that a linear map is injective iff its kernel is trivial proof
- Matrix addition definition
- Matrix multiplication definition
- Square matrix definition
- Transpose definition
- Successor function definition
- Conjunction definition
- Disjunction definition
- Implication definition
- Predicate definition
- Linear combination definition
- Linear map definition
- Linear subspace definition
- Inverse element definition
- Empty set object
- Family of sets definition
- Ordered pair definition
- Commutative ring definition
- Polynomial ring definition
- Ring homomorphism definition
- Unit of a ring definition
- Zero divisor definition
- Transposition definition
- Proof of the associativity of matrix multiplication proof
- Proof of the distributivity of matrix multiplication proof
- Proof that an intersection of subgroups is a subgroup proof
- Intersection definition
- Union definition
- Set-builder notation concept
- Invertible matrix definition
- Trace of a matrix definition
- Addition of natural numbers definition
- Biconditional definition
- Existential quantifier definition
- Universal quantifier definition
- Linear independence definition
- Composition of linear maps definition
- Endomorphism definition
- Image of a linear map definition
- Kernel of a linear map definition
- Linear isomorphism definition
- Linear span definition
- Multilinear map definition
- The successor function is injective statement
- Zero is not a successor statement
- Cartesian product definition
- Degree of a polynomial definition
- Polynomial evaluation definition
- Proof of the uniqueness of inverses proof
- Field definition
- Integral domain definition
- Disjoint sets definition
- Distributivity of matrix multiplication statement
- Associativity of matrix multiplication statement
- Subset definition
- Union of a family of sets definition
- Axiom of extensionality statement
- Proof of the commutativity of addition by induction proof
- Similar matrices definition
- A linear map is injective iff its kernel is trivial statement
- Order on the natural numbers definition
- Uniqueness quantifier definition
- Eigenvalue definition
- Spanning set definition
- Alternating multilinear map definition
- Root of a polynomial definition
- Evaluation homomorphism definition
- Uniqueness of inverses statement
- Binary relation definition
- Irreducible element definition
- Partition of a set definition
- Determinant definition
- Commutativity of addition statement
- Finite-dimensional vector space definition
- Basis definition
- Proof of strong induction from ordinary induction proof
- Proof of the Steinitz exchange lemma by induction proof
- Split polynomial definition
- Antisymmetric relation definition
- Reflexive relation definition
- Symmetric relation definition
- Transitive relation definition
- Irreducible polynomial definition
- Proof of the subgroup criterion proof
- Proof of the laws of exponents in a group proof
- Proof that a matrix with two equal rows has determinant zero proof
- Characteristic polynomial definition
- Dimension definition
- Proof that the determinant of the identity matrix is one proof
- Coordinate vector definition
- Dimension theorem for vector spaces statement
- Function definition
- Minor definition
- Proof that the determinant is multilinear in the rows proof
- Strong induction statement
- Steinitz exchange lemma statement
- Algebraically closed field definition
- Equivalence relation definition
- Preorder definition
- Subgroup criterion statement
- Determinant of a matrix with two equal rows statement
- Laws of exponents in a group statement
- Determinant of the identity matrix statement
- Determinant is multilinear in the rows statement
- Choice function definition
- Matrix of a linear map definition
- Codomain definition
- Function composition definition
- Identity function definition
- Injective function definition
- Proof of the well-ordering principle from strong induction proof
- Cofactor definition
- Proof that a subspace of a finite-dimensional space has smaller or equal dimension proof
- Rank of a linear map definition
- Proof that n independent or n spanning vectors in an n-dimensional space form a basis proof
- Nullity definition
- Partial order definition
- Intersection of subgroups is a subgroup statement
- Proof that disjoint cycles commute proof
- Equivalence class definition
- Axiom of choice statement
- Left inverse definition
- Right inverse definition
- Matrix of a composition is the product of matrices statement
- Surjective function definition
- Adjugate matrix definition
- Characteristic polynomial of a linear map definition
- Linearly independent set of the right size is a basis statement
- Dimension of a subspace statement
- Well-ordering principle statement
- Maximal element definition
- Total order definition
- Upper bound definition
- Subgroup generated by a subset definition
- Disjoint cycles commute statement
- Proof that equivalence classes form a partition proof
- Bijective function definition
- Proof of the division algorithm proof
- Proof that a subspace of full dimension is the whole space proof
- Chain definition
- Equivalence classes form a partition statement
- Division algorithm statement
- Proof that a function is bijective iff it has a two-sided inverse proof
- A subspace of full dimension is the whole space statement
- Bijective iff it has a two-sided inverse statement
- Proof of the decomposition of a permutation into disjoint cycles proof
- Zorn's lemma statement
- Decomposition of a permutation into disjoint cycles statement
- Proof that the coordinate map is a linear isomorphism proof
- Proof that every linearly independent set extends to a basis, by Zorn's lemma proof
- Proof of the decomposition of a permutation into transpositions proof
- Every linearly independent set extends to a basis statement
- Isomorphism with the coordinate space statement
- Decomposition of a permutation into transpositions statement
- Proof of the rank–nullity theorem by extending a basis of the kernel proof
- Sign of a permutation definition
- Proof that the symmetric group is generated by transpositions proof
- Rank–nullity theorem statement
- The symmetric group is generated by transpositions statement
- Proof that the sign is a homomorphism proof
- Proof of the sign of a cycle proof
- Proof that an injective endomorphism of a finite-dimensional space is surjective proof
- Sign of a cycle statement
- Sign is a homomorphism statement
- An injective endomorphism of a finite-dimensional space is surjective statement
- Proof that permuting rows multiplies the determinant by the sign proof
- Permuting rows multiplies the determinant by the sign statement
- Proof of the Leibniz formula from the defining properties of the determinant proof
- Leibniz formula for determinants statement
- Proof that the determinant is multiplicative by expanding the rows proof
- Proof of the Laplace expansion along a row by the Leibniz formula proof
- Proof that the trace is a coefficient of the characteristic polynomial by the Leibniz formula proof
- Proof that the determinant of a transpose equals the determinant proof
- Determinant is multiplicative statement
- Determinant of a transpose statement
- Laplace expansion along a row statement
- Trace is a coefficient of the characteristic polynomial statement
- Proof of the determinant of the inverse proof
- Proof that similar matrices have the same characteristic polynomial proof
- Proof of the Laplace expansion along a column by transposition proof
- Determinant of the inverse statement
- Characteristic polynomial does not depend on the basis statement
- Laplace expansion along a column statement
- Proof of the product of a matrix and its adjugate by Laplace expansion proof
- Product of a matrix and its adjugate statement
- Proof of the inverse in terms of the adjugate proof
- Inverse in terms of the adjugate statement
- Proof that a matrix is invertible iff its determinant is a unit proof
- A matrix is invertible iff its determinant is a unit statement
- Proof that the eigenvalues are the roots of the characteristic polynomial proof
- Eigenvalues are the roots of the characteristic polynomial statement
- Proof of the existence of an eigenvalue over an algebraically closed field proof
Where this leads
52 pages build on this one.
- Singular value decomposition
- Spectral theorem for normal matrices
- Spectral theorem
- Existence of an eigenvalue over an algebraically closed field
- Spectral theorem for Hermitian matrices
- Polar decomposition
- Principal axis theorem
- Spectral theorem for unbounded self-adjoint operators
- Proof of the principal axis theorem from the spectral theorem
- Proof of the singular value decomposition from the spectral theorem
- Quantum Zeno effect
- Hilbert–Schmidt expansion theorem
- Bilinear series of a symmetric kernel
- Uhlmann's theorem
- Spectral theorem for compact self-adjoint operators
- Courant–Fischer characterization of characteristic values
- Proof of the spectral theorem for self-adjoint operators by induction on the dimension
- Principle of material frame-indifference
- Mixed state
- Purification of a quantum state
- Gleason's theorem
- Stone's theorem on one-parameter unitary groups
- Lidskii's trace formula for integral operators
- Hamiltonian operator
- Second quantization
- Spectrum of the Laplace–Beltrami operator
- Principal stresses
- Wick rotation
- Eckart–Young theorem
- Strang splitting
- Lie–Trotter product formula
- Proof of the polar decomposition from the singular value decomposition
- Born rule
- Borel functional calculus
- Schmidt decomposition
- Operator monotone function
- Proof of the spectral theorem for normal matrices by deflation
- Mercer's theorem
- Proof of the spectral theorem for Hermitian matrices
- Quantum computing
- Wave function collapse
- Principal component analysis
- Inertia tensor and principal axes
- Bidiagonalization
- Schur product theorem
- Singular values of a compact operator
- Observable
- Schmidt's singular value decomposition of a kernel
- Polar decomposition of the deformation gradient
- Spectral theorem for bounded normal operators
- Hidden-variable theory
- Channel capacity of a quantum channel
Further reading
- Web https://en.wikipedia.org/wiki/Eigenvalues_and_eigenvectors, Eigenvalues and characteristic polynomial
About this page
| Tag | JZQEV913ZV |
|---|---|
| URI | m2://JZQEV913ZV |
| Kind | proof |
| Writing | W0 stub |
| MSC | 15A18 |
| Proves | Existence of an eigenvalue over an algebraically closed field |
| Uses | Characteristic polynomial of a linear map, Trace is a coefficient of the characteristic polynomial, Algebraically closed field, Degree of a polynomial, Root of a polynomial, Eigenvalues are the roots of the characteristic polynomial, Eigenvalue |
| Changed | 4 November 2026 |
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