Identity Matrix Property
Multiplying by the identity leaves a matrix unchanged.
Formula
Variables
Example
Like multiplying by 1
How it works
The identity matrix is the matrix version of "do nothing." Its 1s on the main diagonal and 0s everywhere else mean that, when it multiplies a matrix, each entry is copied into the same position without being mixed with other entries. This works because matrix multiplication forms each output entry from dot products, and the identity matrix makes those dot products pick out exactly one matching entry. As a result, both left-multiplying and right-multiplying by the identity leave the matrix unchanged.
When to use it
Use this property whenever you need to simplify matrix expressions, check algebraic steps, or verify that a matrix inverse is correct. It is also useful in linear systems, computer graphics, and any situation where you want to confirm that a transformation leaves vectors unchanged.
Worked example, step by step
Let A = [[2, -1], [5, 3]] and let I = [[1, 0], [0, 1]]. Compute IA: IA = [[1, 0], [0, 1]] [[2, -1], [5, 3]] = [[1·2 + 0·5, 1·(-1) + 0·3], [0·2 + 1·5, 0·(-1) + 1·3]] = [[2, -1], [5, 3]] Compute AI: AI = [[2, -1], [5, 3]] [[1, 0], [0, 1]] = [[2·1 + (-1)·0, 2·0 + (-1)·1], [5·1 + 3·0, 5·0 + 3·1]] = [[2, -1], [5, 3]] So IA = AI = A.
Common mistakes to avoid
- Using a non-square matrix as the identity matrix
- Thinking the identity only works on the left or only on the right
- Forgetting that the identity matrix must match the size of A
Did You Know?
The identity matrix is the number 1 of matrix multiplication: anything times it stays unchanged.
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