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Left Invertibility and Injectivity
A matrix is left invertible if there exists such that . Composing on the left of gives the identity.
The connection to injectivity: is left invertible if and only if is injective. Proof: means for any with , we get . So the null space is trivial.
The left inverse "undoes" — if , then . This only works because is injective: each has at most one pre-image, so the formula is unambiguous.
Formal View
Theorem 4.9
is left invertible is injective .
Why This Matters
Left invertibility is the algebraic certificate of injectivity.
- Least squares: the pseudoinverse is a left inverse when has independent columns
- Compressed sensing: measurement matrices must be injective to recover sparse signals uniquely
Quiz
Question 1
A matrix with rank 3 is left invertible.
Common Mistakes
- Thinking a left inverse means the matrix is square — rectangular injective matrices have left inverses too.