Matrix congruence Created 2026-10-06 Updated 2026-10-07
Two symmetric matrices are congruent when for an invertible matrix . This is the transformation of a quadratic form under an invertible linear change of coordinates. It differs from matrix similarity, which uses . Completing the square diagonalizes a real quadratic form by matrix congruence.
Module isomorphism Created 2026-10-05 Updated 2026-10-06
A module isomorphism is a bijection of modules over the same ring preserving addition and scalar multiplication. Its inverse preserves these operations too. When a linear operator gives a vector space an -module structure by , a module isomorphism is exactly an invertible linear map intertwining the two operators. This translates classification of modules into matrix similarity and rational canonical form.
The Cayley-Hamilton theorem says that every square complex matrix satisfies its own characteristic polynomial: if , then
For a diagonalisable matrix, write with . The characteristic polynomial is , including repeated roots. Evaluating it at gives zero in each diagonal position, and polynomial evaluation respects matrix similarity: . This proves the requested case.
For the final assertion, let be any complex eigenvalue of , with nonzero eigenvector . From we obtain , so . The characteristic polynomial of this nilpotent linear map is therefore . Applying the full Cayley-Hamilton theorem yields . This argument does not assume is diagonalisable.
Rescaling the first basis vector gives the change-of-basis matrix , invertible because . Direct multiplication gives
Thus the matrices are related by matrix similarity. In terms of basis images, the coefficient along the rescaled first basis vector is divided by , while the second component of its image is multiplied by .
By the given matrix similarity, for an invertible . Hence
The characteristic polynomials are identical. Therefore the characteristic equations and eigenvalues, including algebraic multiplicities, agree. The conclusion is independent of the choice between and conventions.
Let the repeated eigenvalue be , and choose an eigenvector . Complete it to a basis of . In this basis the matrix is an upper triangular matrix, with first column , say . Its characteristic polynomial is . By part (a)(ii), this must equal , so .
If , the matrix is already . If , rescale the first basis vector by and apply part (a)(iii); the upper-right entry becomes one. Thus
The second possibility is a size-two Jordan block. It has only one independent eigenvector, whereas has a two-dimensional eigenspace, so the two types cannot be related by matrix similarity. This repeated-eigenvalue classification in dimension two proves the required result without assuming the general Jordan normal form theorem.
The structure theorem for finitely generated modules over a principal ideal domain applies in particular to a Euclidean domain : every finitely generated module has an isomorphism
with each nonzero and a nonunit. The rank of a free module and the invariant factors of a finitely generated module are unique up to multiplication by units; empty sums are allowed. This is the classification theorem being used, without a proof of that theorem.
The rational canonical form theorem states that for a linear operator on a finite-dimensional vector space over any field , there are unique monic nonconstant polynomials such that some basis gives
Here, for , the companion matrix has ones on its subdiagonal and last column . The empty matrix covers a zero-dimensional space. Two linear operators have matrix similarity exactly when they have the same invariant factors of a linear operator.
For the proof, make an -module by . It is a finitely generated module, since a vector-space basis also generates it as a module. It is a torsion module: the powers of have linear dependence in the finite-dimensional space , so some nonzero polynomial annihilates every vector. Because is a Euclidean domain, the classification theorem gives
There is no free summand, since a nonzero free module over is not a torsion module. Choose monic generators of the ideals. On , the classes of form an -basis by polynomial division. Multiplication by is exactly in that basis, proving existence. Uniqueness in the classification theorem proves uniqueness of the rational canonical form. Finally, an -module isomorphism is precisely an invertible -linear map intertwining the operators, establishing the assertion about matrix similarity. In particular the characteristic polynomial is and the minimal polynomial is for nonzero .