Properties Involving Multiplication
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Properties 1, 2 follow from the properties of real numbers.


Property 3 follows from the definition of a zero-matrix.


Property 4

Let A, B, and C be three matrices such that all multiplications are appropriate. Then

(AB)C = A(BC).


Proof: We have to show that the corresponding elements of matrices (AB)C and A(BC) are equal.

By the definition, the element on the i-th row and the k-th column of the product AB is

.

Then the element on the i-th row and the j-th column of the product (AB)C is

.

Changing the order of summation, we obtain

The equality of the corresponding matrix elements implies the equality of the matrices.


Property 5

Let A and B be two matrices such that the product AB is defined. Then

.


Proof: Consider the element on the i-th row and the j-th column of the matrix :

Thus, each element of is equal to the corresponding element of , that means the equality of the matrices.


Property 6

Let A be a matrix and let E be the identity matrix of the n-th order. Then

AE = A.


Proof: We need to show that each element of AE is equal to the corresponding element of A.

Consider the element on the i-th row and the j-th column of the matrix AE.

By the property of the Kronecker delta symbol, we have

for each pair of indexes {i, j}.

Hence, the desired statement AE = A.

If A is a square matrix then we can also perform the product EA:

.

Examples

Properties Involving Addition and Multiplication
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Property 1

Let A, B, and C be three matrices such that the corresponding products and sums are defined. Then

A(B + C) = AB + AC

and

(A + B)C = AC + BC.


Proof: Consider the element on the i-th row and the j-th column of the matrix . By the definition of the product of matrices and in view of the addition properties, we have

for each pair of indexes {i, j}.

Therefore, the matrices A(B + C) and (AB + AC) are equal.

The equality of the matrices (A + B)C and (AC + BC) can be proven just in the same way:


Property 2 follows from the properties of real numbers. The proof can be performed by the reader.

Examples