add to the (n+1)th row; by b21, b22 ... b2n, and add to the (n+2)th row; by b31, b32 ... b3n and add to the (n+3)rd row, &c. C then becomes
| a11b11+a12b12+...+a1nb1n, a21b11+a22b12+...+a2nb1n, ...an1b11+an2b12+...+annb1n |
| a11b21+a12b22+...+a1nb2n, a21b21+a22b22+...+a2nb2n, ...an1b21+an2b22+...+annb2n |
| a11b31+a12b32+...+a1nb3n, a21b31+a22b32+...+a2nb3n, ...an1b31+an2b32+...+annb2n |
| ........ |
| a11bn1+a12bn2+...+a1nbnn, a21bn1+a22bn2+...+a2nbnn, ...an1bn1+an2bn2+...+annbnn |
and all the elements of D become zero. Now by the expansion theorem the determinant becomes
(−)1+2+3+..+2nB.C = (−1)n(2n+1)+nC=C.
We thus obtain for the product a determinant of order n. We may say that, in the resulting determinant, the element in the ith row and kth column is obtained by multiplying the elements in the kth row of the first determinant severally by the elements in the ith row of the second, and has the expression
ak1bi1+ak2bi2+ak3bi3... +aknbin,
and we obtain other expressions by transforming either or both determinants so as to read by columns as they formerly did by rows.
Remark.—In particular the square of a determinant is a determinant of the same order (b11b22b33 ...bnn) such that bik = bki; it is for this reason termed symmetrical.
The Adjoint or Reciprocal Determinant arises from Δ = (a11a22a33 ...ann) by substituting for each element Aik the corresponding minor Aik so as to form D = (A11A22A33 Ann). If we form the product Δ.D by the theorem for the multiplication of determinants we find that the element in the ith row and kth column of the product is
akiAi1+ak2Ai2+...+aknAin,
the value of which is zero when k is different from i, whilst it has the value Δ when k=i. Hence the product determinant has the principal diagonal elements each equal to Δ and the remaining elements zero. Its value is therefore Δn and we have the identity
D.Δ = Δn or D=Δn–1.
It can now be proved that the first minor of the adjoint determinant, say Brs is equal to Δn–2ars.
From the equations
a11x1+ a12x2+ a13x3 +... = ξ1 ,
a21x1+ a22x2+ a23x3 +... = ξ2 ,
a31x1+ a32x2+ a33x3 +... = ξ3 ,
we derive.......
Δx1 = A11ξ1+A21ξ2+A31ξ3+... ,
Δx2 = A12ξ1+A22ξ2+A32ξ3+... ,
Δx3 = A13ξ1+A23ξ2+A33ξ3+... ,
and thence.......
Δn–1ξ1=B11Δx1+B12Δx2+B13Δx3+... ,
Δn–1ξ2=B21Δx1+B22Δx2+B23Δx3+... ,
Δn–1ξ3=B31Δx1+B32Δx2+B33Δx3+... ,
.......
and comparison of the first and third systems yields
Brs = Δn–2ars.
In general it can be proved that any minor of order p of the adjoint is equal to the complementary of the corresponding minor of the original multiplied by the (p – 1)th power of the original determinant.
Theorem.—The adjoint determinant is the (n – 1)th power of the original determinant. The adjoint determinant will be seen subsequently to present itself in the theory of linear equations and in the theory of linear transformation.
Determinants of Special Forms.—It was observed above that the square of a determinant when expressed as a determinant of the same order is such that its elements have the property expressed by aik = aki. Such determinants are called symmetrical. It is easy to see that the adjoint determinant is also symmetrical, viz. such that Aik = Aki, for the determinant got by suppressing the ith row and kth column differs only by an interchange of rows and columns from that got by suppressing the kth row and ith column. If any symmetrical determinant vanish and be bordered as shown below
| a11 | a12 | a13 | λ1 |
| a21 | a22 | a23 | λ2 |
| a31 | a32 | a33 | λ3 |
| λ1 | λ2 | λ3 | . |
it is a perfect square when considered as a function of λ1, λ2, λ3. For since A11 A22 −A2
12 = Δa33, with similar relations, we have a number of relations similar to A11A12=A2
12, and either Ars = +√ (ArrAss) or − √ (ArrAss) for all different values of r and s. Now the determinant has the value
–λ2
1A11 + λ2
2A22 + λ2
3A33 + 2λ2λ3A23 + 2λ3λ1A31 + 2λ1λ2A12}
= –Σλ2
rArr – 2ΣλrλsArs in general, and hence by substitution
±λ1√A11 + λ2√A22 + ... λn √ Ann}2.
A skew symmetric determinant has arr = 0 and ars = – asr for all values of r and s. Such a determinant when of uneven degree vanishes, for if we multiply each row by –1 we multiply the determinant by (–1)n = –1, and the effect of this is otherwise merely to transpose the determinant so that it reads by rows as it formerly did by columns, an operation which we know leaves the determinant unaltered. Hence Δ = –Δ or Δ = 0. When a skew symmetric determinant is of even degree it is a perfect square. This theorem is due to Cayley, and reference may be made to Salmon’s Higher Algebra, 4th ed. Art. 39. In the case of the determinant of order 4 the square root is
A12A34 – A13 A24 + A14A23.
A skew determinant is one which is skew symmetric in all respects, except that the elements of the leading diagonal are not all zero. Such a determinant is of importance in the theory of orthogonal substitution. In the theory of surfaces we transform from one set of three rectangular axes to another by the substitutions
X =ax +by +cz,
Y = a′x +b′y +c′z,
Z = a″x + b″y + c″z,
where X2 + Y2 + Z2 = x2 + y2 + z2. This relation implies six equations. between the coefficients, so that only three of them are independent. Further we find
x = aX + a′Y + a″Z,
y = bX + b′Y + b″Z,
z = cX + c′Y + c″Z,
and the problem is to express the nine coefficients in terms of three independent quantities.
In general in space of n dimensions we have n substitutions similar to
X1 = a11x1 +a12x2 + ... + a1nxn,
and we have to express the n2 coefficients in terms of ½n(n – 1) independent quantities; which must be possible, because
X2
1+X2
2+ ... + X2
n =x2
1 + x2
2 + x2
3 + ... + x2
n .
Let there be 2n equations
x1= b11ξ1 + b12ξ2 + b13ξ3 + ...,
x1= b21ξ1 + b22ξ2 + b23ξ3 + ...,
.....
X1= b11ξ1 + b21ξ2 + b31ξ3 + ...,
X2= b12ξ1 + b22ξ2 + b32ξ3 + ...,
.....
where brr = 1 and brs = – bsr for all values of r and s. There are then ½n(n–1) quantities brs . Let the determinant of the b’s be Δb and Brs, the minor corresponding to brs . We can eliminate the quantities ξ1, ξ2, ... ξn and obtain n relations
ΔbX1 = (2B11 – Δb)x1 +2B21x2+2B31x3+...,
ΔbX2 = 2B12x1+ (2B22 – Δb)x2 + 2B32x3+...,
........
and from these another equivalent set
Δbx1 = (2B11 – Δb)X1 +2B12X2+2B13X3+...,
Δbx2 = 2B12X1+ (2B22 – Δb)X2 + 2B23x3+...,
........
and now writing
2Bii – ΔbΔb=aii,2BikΔb = aik,
we have a transformation which is orthogonal, because ΣX2 = Σx2 and the elements aii, aik are functions of the ½n(n − 1) independent quantities b. We may therefore form an orthogonal transformation in association with every skew determinant which has its leading diagonal elements unity, for the ½n(n − 1) quantities b are clearly arbitrary.
For the second order we may take
| Δb = | 1,λ | = 1 + λ², |
| –λ, 1 |
and the adjoint determinant is the same; hence
(1 + λ²)x1 = (1-λ²)X1 +2λX2,
(1 + λ²)x2= –2λX1 + (1 – λ²)X2,
Similarly, for the order 3, we take
| 1 | ν | –μ | ||
| Δb = | –ν | 1 | λ | = 1 + λ² + μ² +ν², |
| μ | −λ | 1 |
and the adjoint is
| 1 +λ² | ν+λμ | −μ+λν |
| −ν+λμ | 1+μ² | λ+μν |
| μ+λν | λ+μν | 1+ν² |
leading to the orthogonal substitution
Δbx1 = (1 +λ² − μ² − ν²)X1+2(ν + λμ)X2+2(− μ + λν)X3
Δbx2 = 2(λμ − ν)X1 + (1 + μ² − λ² − ν²)X2+2(μν + λ)X3
Δbx3 = 2(λν + μ)X1+2(μν − λ)X2+(1 +ν² − λ² − μ²)X3.
Functional determinants were first investigated by Jacobi in a work De Determinantibus Functionalibus. Suppose n dependent variables y1, y2,...yn, each of which is a function of n independent variables x1, x2,...xn, so that ys= ƒs (x1, x2,...xn). From the differential coefficients of the y’s with regard to the x’s we form the functional determinant