Homework 8
Update 11/22/2024:
- In Problem 4, computing the change-of-basis matrix for the Jordan canonical form is now optional.
Problem 1
Consider the two matrices
- Show that
and have the same characteristic polynomial, namely . - Show that
and , and conclude that and have the same minimal polynomial, namely . - Show that
and have the same invariant factor(s) and hence same rational canonical form. Write down their shared rational canonical form matrix.
-
We could compute the Smith normal form for each matrix and discover that they have the same Smith normal form. This would let us conclude that
and have the same invariant factors, hence the same minimal polynomial, characteristic polynomial and rational canonical form. However, this problem is about proving those last three facts without computing invariant factoSo instead we directly compute characteristic polynomials using determinants. We first compute
and similarly
-
The minimal polynomial of
needs to divide the characteristic polynomial and have the same roots. Since the characteristic polynomial of is , this leaves only two possibilities: either or . To determine which it is, we computeSince
we have and so (by our above discussion) .Since
has the same characteristic polynomial as , the same logic applies. We computeAs above, the fact that
is enough to conclude that . -
For a
matrix with minimal polynomial and characteristic polynomial , the only possible list of invariant factor(s) is . The corresponding rational canonical form matrix is
Problem 2
- Suppose
and are non-scalar matrices over a field ; i.e., neither nor is a scalar multiple of the identity matrix. Prove that and are similar if and only if they have the same characteristic polynomial. - Suppose
and are matrices over a field . Prove that and are similar if and only if they have the same characteristic and same minimal polynomials. - Give an example of a pair of
matrices and that have the same characteristic and minimal polynomials but are not similar.
We first recall the following facts about invariant factors. For an
- Each is a monic nonconstant polynomial
- Each
divides in - The largest invariant factor is the minimal polynomial:
- The product of the invariant factors is the characteristic polynomial
, which is degree
Lastly, two
-
Suppose
is any matrix over a field . The minimal polynomial is at least degree 1 but at most degree 2 (since it divides the characteristic polynomial , which is degree 2). If is degree 1, then must have exactly two invariant factors and which must both be linear. Since divides , we must in fact have . Then the rational canonical form of isSince such scalar matrices commute with all
matrices under product, they are fixed by conjugation; i.e., for every invertible matrix . But is similar to , so this implies we must actually have ; i.e., is a scalar matrix.So, if
is not a scalar matrix then its minimal polynomial must be quadratic and so must equal its characteristic polynomial. The matrix thus has exactly one invariant factor, namely . It now follows that if and are two non-scalar matrices with the same characteristic polynomial, then they have the same (single) invariant factor and hence are similar. -
Suppose
and have the same minimal and characteristic polynomials. We consider cases according to the degree of their shared minimal polynomial .- If
is degree 3, then we must have and so both matrices have the same single invariant factor . They are therefore similar. - If
is degree 2, then both and must have exactly two invariant factors, say and for the matrix and and for . But we also have and similarly , hence by cancellation (of the nonzero element in the integral domain ) we must have . Thus, and have the same two invariant factors and are therefore similar. - If
is degree 1, then and both have the three invariant factors . Thus, and have the same invariant factors and hence are similar.
- If
-
There are many examples. For a specific example, let
be a matrix that has invariant factors , , and , and let be a matrix with invariant factors and . Then and both have minimal polynomial and characteristic polynomial , but and are not similar (since they have different lists of invariant factors). Two such matrices (already in rational canonical form!) are
Problem 3
Let
- Show that
if and only if the minimal polynomial of divides in . - The irreducible factorization of
in is
Show that if then there are at most nine possibilities for the minimal polynomial of . - Continuing part (2), show that there are exactly eight possible lists of invariant factors for such a matrix
. - Use part (3) to write down all elements of order 1, 2, 3, and 6 in the group
, up to similarity.
-
Recall that the matrix
endows with the structure of a -module, where acts as multiplication by (when using the standard basis for ). The minimal polynomial is the monic generator for the annihilator of the torsion -module . Now observe that if and only if , which in turn is true if and only if is in the annihilator ; i.e., if and only if divides in . -
By part (1), the polynomial
is a nonconstant monic factor of . It is also at most a cubic, since it divides the characteristic polynomial (which is a cubic). In light of the irreducible factorization of in , the only possibilities are therefore
- There are at most three invariant factors
, , , each must divide the next, each is nonconstant and monic, the largest is , and their product is the cubic . We run through the nine possibilities in part (2) and for each give the possible invariant factors:
- If
, then the only possible list of invariant factors is
-
If
, then the only possible list of invariant factors is -
If
, there is no possible list of invariant factors. Thus this situation cannot occur. -
If
, there is no possible list of invariant factors. Thus this situation cannot occur. -
If
, then there are two possible lists of invariant factors: -
In each of the last four possibilities (for which
is cubic), there is exactly one possible list of invariant factors, namely the single invariant factor .
- We can simply give the rational canonical form matrix for each possible list of invariant factors listed above.
- The list
corresponds to the identity matrix , the only element of order 1. - The second list
corresponds to the matrix , an element of order 2. - The third list
corresponds to the matrix of order 2 below
- The fourth list
corresponds to the matrix of order 2 below
- The fifth list
corresponds to the matrix of order 6 below
- The sixth list
corresponds to the matrix of order 3 below
- The seventh list
corresponds to the matrix of order 6 below
- The eighth list
corresponds to the matrix of order 6 below
Problem 4
Let
- Show that the invariant factors of
are , . - Determine the rational canonical form
of and find a change-of-basis matrix such that . - Determine the Jordan canonical form
of . (Optionally: find a change-of-basis matrix such that .)
-
We use the standard algorithm, beginning with the matrix
and using the standard row/column operations to transform that matrix into Smith Normal Form. The matrix we begin with isThere are many ways to use the three elementary row and column operations to transform this matrix into Smith Normal Form. One such sequence is the following:
This leads to the Smith Normal Form matrix
It follows that the invariant factors of
are and . -
From the invariant factors of
, we can immediately deduce that the rational canonical form of isTo find a change-of-basis matrix
, we first compute an auxiliary matrix . Beginning with the identity matrix , we perform the following column operations (based on the row operations we used to compute the Smith Normal Form): -
These column operations ultimately lead to the matrix
WarningThis auxiliary matrix
is not quite unique. The nonzero columns of correspond to -module generators of the invariant summands. Those summands are cyclic as -modules, but the generators for those summands are only unique up to scaling by units.In particular, different sequences of elementary row/column operations (when computing the Smith Normal Form) can lead to slightly different auxiliary matrices. This will lead, in turn, to slightly different change-of-basis matrices. This is exactly the same situation that occurs when diagonalizing a (diagonalizable) matrix: each eigenbasis provides a suitable change-of-basis, but there is no unique eigenbasis.
For our change-of-basis matrix
, we then take the first column asand the next three columns as
In other words, our desired change-of-basis matrix is
For reference, once can compute
and verify
. -
The invariant factors of
are and , so the elementary divisors of are , , and . Listed in this order, the Jordan canonical form for is thereforeMoreover, we can use our auxiliary matrix
to find a change-of-basis matrix [1]. The first column of (which corresponds to the first Jordan block) isThe second column of
(which corresponds to the second Jordan block) iswhere we did a little side calculation to compute that last vector. Finally, the last two columns of
(which correspond to the third Jordan block) are given byThus, our desired change-of-basis matrix is
For reference, the inverse of this matrix is
and one can verify
.
Problem 5
Find all possible Jordan canonical forms of
The minimal polynomial
If
If
If
If
If
If
Problem 6
Find all similarity classes of
First we factor the characteristic polynomial over
If
If
If
If
Thus in total there are exactly four possible lists of invariant factors. For each such list, the similarity class of matrices with that list of invariant factors is uniquely represented by the corresponding rational canonical form matrix.
Problem 7
Find all similarity classes of
We consider the possible lists of invariant factors, keeping in mind that they must satisfy the following conditions:
- Each is a monic nonconstant polynomial in
- Each
divides in - The largest invariant factor is the minimal polynomial:
- The product of the invariant factors is the characteristic polynomial
, which is degree
We first enumerate the nonconstant monic divisors of the minimal polynomial:
We can now enumerate the possible lists of invariant factors. We will organize the list in descending order on the degrees of the invariant factors, beginning from the second-largest factor.
If the second largest invariant factor has degree 3, then the invariant factors must be
If the second largest invariant factor has degree 2, then that invariant factor is either
The corresponding rational canonical form matrices are
If the second largest invariant factor has degree 1, then that factor is either
The corresponding rational canonical form matrices are
Thus in total there are exactly six possible lists of invariant factors. For each such list, the similarity class of matrices with that list of invariant factors is uniquely represented by the corresponding rational canonical form matrix.