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6. Matrices with Entries in a Principal Ideal Domain; Jordan Reduction
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                              factor may occur several times in the list d 1 ,... ,d r ,upto association. The
                              number of times that a factor d or its associates occur is its multiplicity.
                                If m = n and if the invariant factors of a matrix M are (1, ··· , 1), then
                              D = I n ,and M = PQ is invertible. Conversely, if M is invertible, then the
                              decomposition M = MI n I n shows that d 1 = ··· = d n =1.
                                If A is a field, then there are only two ideals: A = (1) itself and (0). The
                              list of invariant factors of a matrix is thus of the form (1,... , 1, 0,... , 0).
                              Of course, there may be no 1’s (for the matrix 0 m×n), or no 0’s. There are
                              thus exactly min(n, m) + 1 classes of equivalent matrices in M n (A), two
                              matrices being equivalent if and only if they have the same rank q.The rank
                              is then the number of 1’s among the invariant factors. The decomposition
                              M = PDQ is then called the rank decomposition.
                              Theorem 6.2.2 Let k be afieldand M ∈ M n×m(k) amatrix. Let q be
                                                                                      n
                              the rank of M, that is, the dimension of the linear subspace of k spanned
                              by the columns of M. Then there exist two square invertible matrices P, Q
                              such that M = PDQ with d ii =1 if i ≤ q and d ij =0 in all other cases.
                              6.3 Similarity Invariants and Jordan Reduction

                              From now on, k will denote a field and A = k[X] the ring of polynomi-
                              als over k. This ring is Euclidean, hence a principal ideal domain. In the
                              sequel, the results are effective, in the sense that the normal forms that
                              we define will be obtained by means of an algorithm that uses right or left
                              multiplications by elementary matrices of M n (A), the computations being
                              based upon the Euclidean division of polynomials.
                                Given a matrix B ∈ M n (k) (a square matrix with constant entries, in the
                              sense that they are not polynomials), we consider the matrix XI n − B ∈
                              M n (A), where X is the indeterminate in A.
                              Definition 6.3.1 If B ∈ M n (k), the invariant factors of M := XI n − B
                              are called invariant polynomials of B,or similarity invariants of B.

                                This definition is justified by the following statement.
                              Theorem 6.3.1 Two matrices in M n (k) are similar if and only if
                              they have the same list of invariant polynomials (counted with their
                              multiplicities).

                                This theorem is a particular case of a more general one:
                              Theorem 6.3.2 Let A 0 ,A 1 ,B 0 ,B 1 be matrices in M n (k),with A 0 ,A 1 .
                              Then the matrices XA 0 + B 0 and XA 1 + B 1 are equivalent (in M n (A))if
                              and only if there exist G, H ∈ GL n (k) such that
                                                  GA 0 = A 1 H,  GB 0 = B 1 H.
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