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Adjoint of a matrix, Inverse of a matrix
Adjoint of a square matrix. The transpose of the matrix obtained by replacing each element by its cofactor. If B is the matrix obtained by replacing each element of a square matrix A by its cofactor, then adj A = BT .
Theorems.
1. A(adj A) = (adj A)A = diag ( |A|, |A|, ..., |A| ) = |A| · In
2. If A is n-square and nonsingular, | adj A | = |A| n-1
3. If A is n-square and singular, A(adj A) = (adj A)A = 0
4. If A and B are square matrices adj AB = adj B · adj A
Inverse of a matrix. For a nonsingular square matrix, the inverse is the quotient of the
adjoint of the matrix and the determinant of the matrix. i.e .the inverse A-1 of a matrix
is
given by
The inverse is defined only for nonsingular square matrices.
The following relationship holds between a matrix and its inverse:
AA-1 = A-1A = I
where I is the identity matrix.
Theorems.
1] A square matrix has an inverse if and only if it is nonsingular.
2] The inverse of a nonsingular square matrix is unique.
3] For matrices A, B and C, if A is nonsingular, then AB = AC implies B = C.
4] A nonsingular square matrix can be reduced to normal form by row transformations alone.
5] If a nonsingular matrix A is reduced to the identity matrix I by a sequence of row transformations alone, then A-1 is equal to the product in reverse order of the corresponding elementary matrices i.e. if H1, H2, ... , Hn are the elementary matrices, then A-1 = Hn, ... ,H2, H1 .
Inverse of a nonsingular diagonal matrix. The inverse of the nonsingular diagonal matrix
diag (k1,k2, ... ,kn) is the diagonal matrix diag (1/k1, 1/k2, ..., 1/kn ) .
Inverse of a direct sum. If A1, A2, ... ,As are nonsingular square matrices, then the inverse of the direct sum diag(A1, A2, ... ,As ) is diag(A1-1, A2-1, ... ,As-1 ) .
Computing the inverse of a non-singular matrix. Let a nonsingular matrix be
reduced to normal form by elementary row operations and let
be the
elementary matrices corresponding to those elementary row operations. Then
Since A-1A = I it follows that
Using this fact we can compute the inverse of a nonsingular matrix A by adjoining the identity matrix to the right of it and then reducing A to an identity matrix. As we reduce A to an identity matrix the identity matrix adjoined to the right of it will be transformed into A-1.
Example. Find the inverse of
.
Thus as
is reduced to
, and
is carried into
.
Theorem. If a matrix A is reduced to I by a sequence of row transformations alone, then A-1 is equal to the product in reverse order of the corresponding elementary matrices.
References.
Ayres. Matrices (Schaum).