Intuition
Some linear maps can be undone: there is a second map that returns every vector to where it started. Others cannot, because they send different vectors to the same place and the information is gone.
Converting a price to another currency can be undone by converting back. Rounding it to the nearest whole unit cannot, because several prices round to the same figure.
This map sends and to the very same place, so no map could send that place back to both. Every vector lands somewhere on the dashed line, and one whole direction is gone — which is why squareness alone is not enough for an inverse.
The inverse of a square matrix
A square matrix is invertible when some matrix undoes it in both directions. That matrix is written . Only square matrices are candidates here, and squareness is not enough: a matrix whose columns fail to reach the whole space has no inverse.
When it exists and what it gives
- is invertible exactly when has one solution for every .
- If is invertible then that solution is .
An inverse is unique
Suppose one matrix undoes from the left and another undoes it from the right. Sandwich between them and read the product two ways: grouping to the left uses the first assumption, grouping to the right uses the second, and the two readings must agree.
Proof steps
Composing three maps in a row gives the same result however the pairs are bracketed.
Read the left grouping first, using and then the fact that changes nothing.
Read the other grouping, using in the same way.
The two readings are of one and the same matrix, so the results agree and there is only one inverse.
Applications
Practice
Undone in both directions
and
One equation alone is not the definition.
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What does it mean for to be the inverse of a square matrix ?
Invertible means always exactly one
has one solution for every
That single condition is what invertibility amounts to.
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When is a square matrix invertible?
Two inputs, one output
A non-zero vector lands on the zero vector, where already goes.
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Why is not invertible?
The inverse solves the system
Applied on the left of both sides, since order matters.
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is invertible and . What is ?
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What is the inverse of the identity matrix ?