8.4 Determinants
INTRODUCTION
Suppose A is an n × n matrix. Associated with A is a number called the determinant of A and is denoted by det A. Symbolically, we distinguish a matrix A from the determinant of A by replacing the parentheses by vertical bars:
A determinant of an n × n matrix is said to be a determinant of order n. We begin by defining the determinants of 1 × 1, 2 × 2, and 3 × 3 matrices.
A Definition
For a 1 × 1 matrix A = (a), we have det A = |a| = a. For example, if A = (−5), then det A = |−5| = −5. In this case the vertical bars || around a number do not mean the absolute value of the number.
DEFINITION 8.4.1 Determinant of a 2 × 2 Matrix
The determinant of A = is the number
. (1)
As a mnemonic, a determinant of order 2 is thought to be the product of the main diagonal entries of A minus the product of the other diagonal entries:
. (2)
For example, if A = , then det A = = 6(9) − (−3)(5) = 69.
DEFINITION 8.4.2 Determinant of a 3 × 3 Matrix
The determinant of A = is the number
(3)
The expression in (3) can be written in a more tractable form. By factoring, we have
det A = a11(a22a33 − a23a32) + a12(−a21a33 + a23a31) + a13(a21a32 − a22a31).
But in view of (1), each term in parentheses is recognized as the determinant of a 2 × 2 matrix:
(4)
Observe that each determinant in (4) is a determinant of a submatrix of the matrix A and corresponds to its coefficient in the following manner: a11 is the coefficient of the determinant of the submatrix obtained by deleting the first row and first column of A; a12 is the coefficient of the negative of the determinant of the submatrix obtained by deleting the first row and second column of A; and finally, a13 is the coefficient of the determinant of the submatrix obtained by deleting the first row and third column of A. In other words, the coefficients in (4) are simply the entries of the first row of A. We say that det A has been expanded by cofactors along the first row, with the cofactors of a11, a12, and a13 being the determinants
Thus (4) is
det A = a11C11 + a12C12 + a13C13. (5)
In general, the cofactor of aij is the determinant
(6)
where Mij is the determinant of the submatrix obtained by deleting the ith row and the jth column of A. The determinant Mij is called a minor determinant. A cofactor is a signed minor determinant; that is, Cij = Mij when i + j is even and Cij = −Mij when i + j is odd.
A 3 × 3 matrix has nine cofactors:
Inspection of the above array shows that the sign factor +1 or −1 associated with a cofactor can be obtained from the checkerboard pattern:
(7)
Now observe that (3) can be rearranged and factored again as
(8)
which is the cofactor expansion of det A along the second column. It is left as an exercise to show from (3) that det A can also be expanded by cofactors along the third row:
det A = a31C31 + a32C32 + a33C33. (9)
We are, of course, suggesting in (5), (8), and (9) the following general result:
The determinant of a 3 × 3 matrix can be evaluated by expanding det A by cofactors along any row or along any column.
EXAMPLE 1 Cofactor Expansion Along the First Row
Evaluate the determinant of A = .
SOLUTION
Using cofactor expansion along the first row gives
det A = = 2C11 + 4C12 + 7C13.
Now, the cofactors of the entries in the first row of A are
where the dashed lines indicate the row and column that are deleted. Thus,
≡
If a matrix has a row (or a column) containing many zero entries, then wisdom dictates that we evaluate the determinant of the matrix using cofactor expansion along that row (or column). Thus, in Example 1, had we expanded the determinant of A using cofactors along, say, the second row, then
EXAMPLE 2 Cofactor Expansion Along the Third Column
Evaluate the determinant of A = .
SOLUTION
Since there are two zeros in the third column, we expand by cofactors of that column:
Carrying the above ideas one step further, we can evaluate the determinant of a 4 × 4 matrix by multiplying the entries in a row (or column) by their corresponding cofactors and adding the products. In this case, each cofactor is a signed minor determinant of an appropriate 3 × 3 submatrix. The following theorem, which we shall give without proof, states that the determinant of any n × n matrix A can be evaluated by means of cofactors.
THEOREM 8.4.1 Cofactor Expansion of a Determinant
Let A = (aij)n×n be an n × n matrix. For each 1 ≤ i ≤ n, the cofactor expansion of det A along the ith row is
det A = ai1Ci1 + ai2Ci2 + . . . + ainCin.
For each 1 ≤ j ≤ n, the cofactor expansion of det A along the jth column is
det A = a1jC1j + a2jC2j + . . . + anjCnj.
The sign factor pattern for the cofactors illustrated in (7) extends to matrices of order greater than 3:
EXAMPLE 3 Cofactor Expansion Along the Fourth Row
Evaluate the determinant of the matrix
SOLUTION
Since the matrix has two zero entries in its fourth row, we choose to expand det A by cofactors along that row:
det A = = (1)C41 + 0C42 + 0C43 + (−4)C44, (10)
where .
We then expand both these determinants by cofactors along the second row:
C41 = (−1) = 18
Therefore (10) becomes
det A = = (1)(18) + (−4)(−4) = 34.
You should verify this result by expanding det A by cofactors along the second column. ≡
REMARKS
In previous mathematics courses you may have seen the following memory device, analogous to (2), for evaluating a determinant of order 3:
(11)
(i) Add the products of the entries on the arrows that go from left to right.
(ii) Subtract from the number in (i) the sum of the products of the entries on the arrows that go from right to left.
Note: Method illustrated in (11) does not work for determinants of order n > 3.
A word of caution is in order here. The memory device given in (11), though easily adapted to matrices larger than 3 × 3, does not give the correct results. There are no mnemonic devices for evaluating the determinants of order 4 or greater.
8.4 Exercises Answers to selected odd-numbered problems begin on page ANS-18.
In Problems 1–4, suppose
.
Evaluate the indicated minor determinant or cofactor.
- M12
- M32
- C13
- C22
In Problems 5–8, suppose
Evaluate the indicated minor determinant or cofactor.
- M33
- M41
- C34
- C23
In Problems 9–14, evaluate the determinant of the given matrix.
- (−7)
- (2)
In Problems 15–28, evaluate the determinant of the given matrix by cofactor expansion.
In Problems 29 and 30, find the values of λ that satisfy the given equation.