When we multiply a matrix by a scalar (i.e., a single number) we simply multiply all the matrix's terms by that scalar. We can also multiply a matrix by another matrix, but this process is more complicated. Even so, it is very beautiful and interesting. Learn how to do it with this article.
What you should be familiar with before taking this lesson
A matrix is a rectangular arrangement of numbers into rows and columns. Each number in a matrix is referred to as a matrix element or entry.
For example, matrix
has rows and columns. The element is the entry in the and the of matrix , or .
What you will learn in this lesson
How to find the product of two matrices. For example, find
Scalar multiplication and matrix multiplication
When we work with matrices, we refer to real numbers as scalars.
The term scalar multiplication refers to the product of a real number and a matrix. In scalar multiplication, each entry in the matrix is multiplied by the given scalar.
In contrast, matrix multiplication refers to the product of two matrices. This is an entirely different operation. It's more complicated, but also more interesting! Let's see how it's done.
Understanding how to find the dot product of two ordered lists of numbers can help us tremendously in this quest, so let's learn about that first!
-tuples and the dot product
We are familiar with ordered pairs, for example
, and perhaps even ordered triples, for example .
-tuple is a generalization of this. It is an ordered list of numbers.
We can find the dot product of two
-tuples of equal length by summing the products of corresponding entries.
For example, to find the dot product of two ordered pairs, we multiply the first coordinates and the second coordinates and add the results.
-tuples are often indicated by a variable with an arrow on top. For example, we can let and . The expression indicates the dot product of these two ordered triples and can be found as follows:
Notice that the dot product of two
-tuples of equal length is always a single real number.
Check your understanding
When multiplying matrices, it's useful to think of each matrix row and column as an
In this matrix, row
is denoted and row is denoted .
is denoted and column is denoted .
Check your understanding
3) Which of the following ordered triples is
We are now ready to look at an example of matrix multiplication.
and , let's find matrix .
To help our understanding, let's label the rows in matrix
and the columns in matrix . We can define the product matrix, matrix , as shown below.
Notice that each entry in matrix
is the dot product of a row in matrix and a column in matrix . Specifically, the entry is the dot product of and .
is the dot product of and .
We can complete the dot products to find the complete product matrix:
Check your understanding
a) Which of the following is
a) Which of the following is
Why is matrix multiplication defined this way?
Up until now, you may have found operations with matrices fairly intuitive. For example when you add two matrices, you add the corresponding entries.
But things do not work as you'd expect them to work with multiplication. To multiply two matrices, we cannot simply multiply the corresponding entries.
If this troubles you, we recommend that you take a look at the following articles, where you will see matrix multiplication being put to use.
Want to join the conversation?
- What Matrixes cannot be multlipied by eachother?(27 votes)
- A matrix can be multiplied by any other matrix that has the same number of rows as the first has columns. I.E. A matrix with 2 columns can be multiplied by any matrix with 2 rows. (An easy way to determine this is to write out each matrix's rows x columns, and if the numbers on the inside are the same, they can be multiplied. E.G. 2 x 3 times 3 x 3. These matrices may be multiplied by each other to create a 2 x 3 matrix.)
So the answer to your question is, a matrix cannot be multiplied by a matrix with a different number of rows then the first has columns.(52 votes)
- Can we take the dot product of two n-tuples of unequal length? Or is that undefined like when adding two matrices with different dimensions?(19 votes)
- This article/lesson didn't really illustrate the rules of multiplying matrices with different dimensions, and as a result I bombed the following practice. Did anyone else have similar results?
How do I report this to KhanAcademy? There doesn't seem to be any option anywhere for "please include more content" or "this didn't help me and here's why" on the site.(18 votes)
- When you went to post your question... on the right side it says:
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And, the video following this page has an example of multiplying 2 matrices of different dimensions: https://www.khanacademy.org/math/precalculus/precalc-matrices/multiplying-matrices-by-matrices/v/multiplying-a-matrix-by-a-matrix(13 votes)
- I don't understand this at all. Can someone give me a different explanation?(12 votes)
- Make sure you understand matrices: http://www.mathsisfun.com/algebra/matrix-introduction.html
then try this: https://www.mathsisfun.com/algebra/matrix-multiplying.html(21 votes)
- how do you solve a 2 by 2 times a 3 by 2(3 votes)
- In order to mutiply two matrices, the number of columns in the first matrix has to be the same as the number of rows in the second matrix. Here, you're trying to multiply a 2x2 matrix by a matrix with 3 rows, which you just can't do. Multiplication as a matrix operation is only defined when the columns in the first matrix and rows in the second matrix are the same number.(14 votes)
- The article as a whole seems to use the dot product and the cross product interchangeably. I was under the impression that this was not the case for matrices. Are they indeed interchangeable?(5 votes)
- Cross product is not used in the article, and they are indeed different operations that cannot be used interchangeably.(9 votes)
- Could you elaborate about dot product? I don't really understand what it is.
What is it and why do we use this?(5 votes)
- is a square matrix containing a row or column of zeros invertible ?(3 votes)
- Great question! If you have a row of zeros, the matrix 'crushes' the dimension of a vector down (eg. a cube crushed into a plane). So information about where the point was along some axis is lost. Because of this, the matrix isn't invertible since there's no way to gain back the information of where it would be along the axis where it was crushed.(5 votes)
- how do we multiply two matrices, A and B, where A has the number of rows equal to the number of columns of B(1 vote)
- Let A be an mxn matrix and B be a pxm matrix. A*B will only be defined if n equals p. If n and p are unequal, then A*B will be undefined.(7 votes)
- I understand how to multiply a reciprocal matrix (3x2 by 2x3 or 2x4 by 4x2,) but I'm unsure of the rules for multiplying a 2x2 by a 2x3 matrix, as asked in the practice section. Did I miss that in the lecture or study notes?(3 votes)
- The same rules apply when multiplying matrices of any dimensions (as long as the number of columns in the first matrix = the number of rows in the second matrix). For example, if A is a 2x2 matrix, B is a 2x3 matrix, and C is the product of A and B, then to find any entry x,y in matrix C (where x is the row and y is the column), multiply row x in matrix A by column y in matrix B. The result will be a 2x3 matrix where each entry is the dot product of one of the rows in matrix A and one of the columns in matrix B.(2 votes)