Matrix Multiplication
Ages 14–15Difficulty adapts to you
Matrix Multiplication
For AB to exist, the number of columns in A must equal the number of rows in B. If A is m × n and B is n × p, then AB is m × p. Each answer entry is a row of A dotted with a column of B: multiply matching values, then add the products. This is different from entry-by-entry multiplication, and matrix multiplication is generally not commutative, so AB may exist while BA does not.
Your goals
- ✓You can multiply matrices using row-by-column products and check the order of the result.
- ✓You can use inner dimensions, dot product, outer dimensions correctly.
- ✓You can write (m × n)(n × p) = m × p before calculating any entries.
Words to know
- inner dimensions:
- The column count of the first matrix and row count of the second.
- dot product:
- Multiply matching values in a row and column, then add.
- outer dimensions:
- The row count of the first and column count of the second.
Examples
- 11234 5678 = 1×5 + 2×71×6 + 2×83×5 + 4×73×6 + 4×8 = 19224350.
- 2A (2 × 3) multiplied by B (3 × 1) produces a (2 × 1) matrix because the inner 3s match and the outer 2 and 1 remain.
- 3A row matrix 241 times a column matrix 352 gives 2×3 + 4×5 + 1×2 = 28.
- 4If A is 2 × 3 and B is 2 × 2, AB is undefined because 3 does not equal 2. Check the inner dimensions before calculating.
- 5The identity matrix leaves a compatible matrix unchanged: AI = IA = A, where the dimensions allow both products.
More than one way to solve it
Try each method, then choose the one you can explain and check most clearly.
Method 1
Dimension check
- 1.Write the two orders side by side.
- 2.Compare the first matrix's columns with the second's rows.
- 3.Keep the outside dimensions for the result.
Example: (2 × 3)(3 × 4) is defined and produces a 2 × 4 matrix.
Method 2
Row-by-column dot product
- 1.Choose one row from the first matrix.
- 2.Choose one column from the second.
- 3.Multiply matching values and add the products.
Example: The top-left entry of [[1, 2], [3, 4]][[5, 6], [7, 8]] is 1×5 + 2×7 = 19.
Check these
- • Do not multiply entries in the same position or assume AB = BA.
- • Keep every number, symbol, label, and unit in its correct place.
- • Choose the method that makes each step easiest to explain and check.
Helpful habits
- • Read the whole question before choosing what to do.
- • Show one clear step at a time and check each step.
- • If you are stuck, draw a model, try smaller numbers, or revisit the example.
Now try your own
Create your own matrix multiplication example, solve it, and explain how you checked it.
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