Matrix Operations
Equality [M] = [N] if and only if matrices
[M] and [N] are the same order and the
corresponding
entries are the same.
Addition [M] + [N] = [S] if and only if [M] and
[N] are the same order and the entries of
[S] are found by adding the corresponding entries of [M]
and [N].
Multiplication by a scalar
c[M] = [M] is the matrix in which each entry of
[M] is multiplied by the scalar
(real number) c.
Subtraction
[M][N] = [D] if and only if [M] and [N] are the same order
and the entries of [D]
are found by subtracting the entries of [N] from the corresponding
entries of [M].
Multiplication
Let [M] be an m x r matrix and [N] an r
x n matrix. The product matrix
[M][N] = [P] is an m x n matrix. The
entry in the ith row and jth column of
[M][N] is the sum of the products formed by multiplying
each entry of the ith row
of [M] by the corresponding entry in the jth column
of [N].
Properties of Matrices
|
Property |
Addition |
Multiplication
|
| Commutative |
[M] + [N] = [N] + [M] |
[M][N] does not equal [N][M] |
| Associative |
([M] + [N]) + [P] = [M] + ([N] + [P]) |
([M][N])[P] = [M]([N][P]) |
| Identity |
[M] + [0] = [0] + [M] |
[I][M] = [M][I] = [M] |
| Inverse |
[M] + [M] = [M] + [M] = [0] |
[M][M] = [M][M] = [I] |
| Distributive |
[M]([N] + [P]) = [M][N] + [M][P] |
|
| Distributive |
([N] + [P])[M] = [N][M] + [P][M] |
|
Inverse of a Matrix
If [A] is a square matrix and if there exists a matrix
[A]-1 such that
[A]-1[A] = [A][A]-1 = [I]
where [I] is the identity matrix for multiplication,
then [A]-1 is called the inverse of [A] for
multiplication.
Procedure for Finding the Inverse of a Matrix
To find the inverse of a square matrix A:
Step 1 Augment [A] with [I]; that is write [A |
I], where [I] is the identity matrix of the
same order as [A].
Step 2 Perform elementary row operations using Gauss-Jordan
elimination to change the
matrix [A] into the identity matrix [I], if possible.
Step 3 If at any time you obtain all zeros in a
row or column to the left of the dividing line,
then
there will be no inverse.
Step 4 If steps 1 and 2 can be performed, the result
in the augmented part is the inverse
of [A].